diff --git a/01_materials/labs/.ipynb_checkpoints/lab_1-checkpoint.ipynb b/01_materials/labs/.ipynb_checkpoints/lab_1-checkpoint.ipynb new file mode 100644 index 00000000..0e6a7c66 --- /dev/null +++ b/01_materials/labs/.ipynb_checkpoints/lab_1-checkpoint.ipynb @@ -0,0 +1,976 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Training Neural Networks with Keras\n", + "\n", + "Welcome to the first practical session of the course! In this session, we will learn how to train neural networks with Keras. We will start with a simple example of a feedforward neural network for classification and then we will study the impact of the initialization of the weights on the convergence of the training algorithm.\n", + "\n", + "Keras is a high-level neural network API, built on top of TensorFlow 2.0. It provides a user-friendly interface to build, train and deploy deep learning models. Keras is designed to be modular, fast and easy to use.\n", + "\n", + "Throughout this course, we will focus on using Keras and TensorFlow for building and training neural networks. However, there are other popular deep learning frameworks such as PyTorch, MXNet, CNTK, etc. that you can also use to build and train neural networks.\n", + "\n", + "In order to use our code on Google Colab, we will need to ensure that any required packages are installed. We will use the following packages in this session:\n", + "\n", + "- `tensorflow`: an open-source library for numerical computation and large-scale machine learning.\n", + "- `matplotlib`: a plotting library for the Python programming language and its numerical mathematics extension NumPy.\n", + "- `numpy`: a library for scientific computing in Python.\n", + "- `scikit-learn`: a machine learning library for the Python programming language.\n", + "- `pandas`: a library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language.\n", + "\n", + "Today, we will be working with the famous MNIST dataset. MNIST (Modified National Institute of Standards and Technology) is a database of low resolution images of handwritten digits. The history here is interesting - the dataset was originally created in the 1980s, when researchers from the aforementioned institute collected samples from American Census Bureau employees and high school students. The dataset was then modified in the 1990s (hence the M in MNIST), and has since become a popular benchmark for machine learning algorithms. \n", + "\n", + "The dataset contains images, each of which is a 28x28 grayscale image of a handwritten digit. The goal is to classify each image into one of the 10 possible classes (0-9).\n", + "\n", + "![MNIST](https://upload.wikimedia.org/wikipedia/commons/2/27/MnistExamples.png)\n", + "\n", + "The Scikit-Learn library provides a convenient function to download and load the MNIST dataset. The following cell will download the dataset. Then we will take a look at the shape of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from sklearn.datasets import load_digits\n", + "\n", + "digits = load_digits()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1797, 8, 8)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.images.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "This means that we have 1797 images, each of which is a 8x8 image. For basic image processing, we will need to flatten the images into a 1D array. In this case, Scikit-Learn has already provided the data in this format too:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1797, 64)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "For each image, we also have the corresponding label (or target, or class) in `digits.target`:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1797,)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.target.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "We can take a look at some random images from the dataset. The following cell will select 9 random images and plot them in a 3x3 grid (meaning that you can rerun the cell to see different images)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Selecting 9 random indices\n", + "random_indices = np.random.choice(len(digits.images), 9, replace=False)\n", + "\n", + "# Creating a 3x3 grid plot\n", + "fig, axes = plt.subplots(3, 3, figsize=(6, 6))\n", + "\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(digits.images[random_indices[i]], cmap=plt.cm.gray_r, interpolation='nearest')\n", + " ax.set_title(f\"Label: {digits.target[random_indices[i]]}\")\n", + "\n", + " # Removing axis labels\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "As you can see, these images are very low resolution. This is because they were originally scanned from paper forms, and then scaled down to 8x8 pixels. This is a common problem in machine learning - the quality of the data is often a limiting factor in the performance of the model. In this case, the low resolution of the images makes it difficult to distinguish between some digits, even for humans. For example, the following images are all labelled as 9, but they look very different:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Selecting 9 random indices of images labelled as 9\n", + "random_indices = np.random.choice(np.where(digits.target == 9)[0], 9, replace=False)\n", + "\n", + "# Creating a 3x3 grid plot\n", + "fig, axes = plt.subplots(3, 3, figsize=(6, 6))\n", + "\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(digits.images[random_indices[i]], cmap=plt.cm.gray_r, interpolation='nearest')\n", + " ax.set_title(f\"Label: {digits.target[random_indices[i]]}\")\n", + "\n", + " # Removing axis labels\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "While we are plotting the samples as images, remember that our model is only going to see a 1D array of numbers. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train / Test Split\n", + "\n", + "In order to understand how well our model performs on _new_ data, we need to split our dataset into a training set and a test set. The training set will be used to train the model, and the test set will be used to evaluate the performance of the model.\n", + "\n", + "Let's keep some held-out data to be able to measure the generalization performance of our model. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " digits.data, \n", + " digits.target,\n", + " test_size=0.2, # 20% of the data is used for testing\n", + " random_state=42 # Providing a value here means getting the same \"random\" split every time\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Let's confirm that the data has been split correctly:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train shape: (1437, 64)\n", + "y_train shape: (1437,)\n", + "X_test shape: (360, 64)\n", + "y_test shape: (360,)\n" + ] + } + ], + "source": [ + "print(f'X_train shape: {X_train.shape}')\n", + "print(f'y_train shape: {y_train.shape}')\n", + "print(f'X_test shape: {X_test.shape}')\n", + "print(f'y_test shape: {y_test.shape}')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "This is what we expected to see. It's always good to check as you go, to make sure that you haven't made a mistake somewhere - this is something that working in a notebook like this makes it easy to do." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preprocessing of the Target Data\n", + "\n", + "The labels that we have are integers between 0 and 9. However, we want to train a neural network to classify the images into one of 10 classes. It can be a little counter-intuitive because we are dealing with numbers, but our classes are not ordinal.\n", + "\n", + "What do we mean by that? Let's imagine we were trying to predict the height of a building (separated into classes) from images. If a given building was actually 10m tall, and our model predicted 9m, we would consider that to be a better prediction than if it predicted 1m. This is because the classes are ordinal - there is meaning in the difference between the classes.\n", + "\n", + "In our case, even though we are dealing with numbers, the classes are not ordinal. If a given image is actually a 9, and our model predicts 8, we would consider that to be just as bad as if it predicted 1. This is because the classes are not ordered, and the difference between the classes is not meaningful.\n", + "\n", + "Because of this, we need to convert our labels from an integer value into a one-hot encoded vector. This means that each label will be represented as a vector of length 10, with a 1 in the position corresponding to the class, and 0s everywhere else. For example, the label 9 would be represented as `[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]`. This is a common way of representing categorical data in machine learning. By doing this, we ensure that our model is taught the correct relationship between the classes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Feed Forward Neural Networks with Keras\n", + "\n", + "Now that we have prepared our data, it's time to build a simple neural network! In this section, we will use the Keras API to build a simple feed forward neural network. We will then train the model on the MNIST dataset, and evaluate its performance on the test set.\n", + "\n", + "In most modern deep learning frameworks, the process of building a model can be broken down into a few steps:\n", + "\n", + "- Define the model architecture: this is where we define the layers of the model, and how they are connected to each other.\n", + "- Compile the model: this is where we define the loss function, the optimizer, and the metrics that we want to use to evaluate the model.\n", + "- Train the model: this is where we train the model on the training data.\n", + "\n", + "Let's start with defining the model architecture. There are two ways to do this in Keras - the Sequential API and the Functional API. The Sequential API is the simplest way to build a model, and is suitable for most use cases. The Functional API is more flexible, and allows you to build more complex models. We will start with the Sequential API, and then we will look at the Functional API later in the course.\n", + "\n", + "Our simple neural network will be \"fully-connected\". This means that each neuron in a given layer is connected to every neuron in the next layer. This is also known as a \"dense\" layer. We will use the `Dense` class from Keras to define our layers." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/andrewharris/Projects/DSI/deep_learning/.conda/bin/python\n", + "Name: tensorflow\n", + "Version: 2.18.1\n", + "Summary: TensorFlow is an open source machine learning framework for everyone.\n", + "Home-page: https://www.tensorflow.org/\n", + "Author: Google Inc.\n", + "Author-email: packages@tensorflow.org\n", + "License: Apache 2.0\n", + "Location: /Users/andrewharris/Projects/DSI/deep_learning/.conda/lib/python3.11/site-packages\n", + "Requires: absl-py, astunparse, flatbuffers, gast, google-pasta, grpcio, h5py, keras, ml-dtypes, opt-einsum, packaging, protobuf, requests, setuptools, six, tensorboard, termcolor, typing-extensions, wrapt\n", + "Required-by: \n" + ] + } + ], + "source": [ + "!which python\n", + "!pip show tensorflow\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.18.1\n" + ] + }, + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'tensorflow.keras'", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[6]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtensorflow\u001b[39;00m\n\u001b[32m 2\u001b[39m \u001b[38;5;28mprint\u001b[39m(tensorflow.__version__)\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtensorflow\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mkeras\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mmodels\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Sequential\n", + "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'tensorflow.keras'" + ] + } + ], + "source": [ + "import tensorflow\n", + "print(tensorflow.__version__)\n", + "from tensorflow.keras.models import Sequential\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Boilerplate code to disable CUDA devices\n", + "\n", + "import os\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\"\n", + "import tensorflow as tf\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Input, Dense\n", + "\n", + "model = Sequential()\n", + "\n", + "# Input layer\n", + "model.add(Input(shape=(64,))) # Input tensor specifying the shape\n", + "model.add(Dense(64, activation='relu')) # 64 neurons, ReLU activation\n", + "\n", + "# Hidden layer\n", + "model.add(Dense(64, activation='relu')) # 64 neurons, ReLU activation\n", + "\n", + "# Output layer\n", + "model.add(Dense(10, activation='softmax')) # 10 neurons, softmax activation\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Congratulations! You have just built your first neural network with Keras. As we can confirm from the `model.summary()` output, our model has 3 layers. The first layer has 64 neurons, the second layer has 64 neurons, and the output layer has 10 neurons. The output layer uses the softmax activation function, which is commonly used for multi-class classification problems. The other layers use the ReLU activation function, which is commonly used for hidden layers in neural networks.\n", + "\n", + "Next, we need to compile the model. This is where we define the loss function, the optimizer, and the metrics that we want to use to evaluate the model. We will use the `compile` method of the model to do this." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "model.compile(\n", + " loss='categorical_crossentropy', # Loss function\n", + " optimizer='sgd', # Optimizer\n", + " metrics=['accuracy'] # Metrics to evaluate the model\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Because we are predicting which class a sample belongs to, we will use the `categorical_crossentropy` function. This loss function is commonly used for multi-class classification problems. \n", + "\n", + "For our optimizer, we are using the standard stochastic gradient descent (SGD) algorithm. This is a simple optimizer that works well for many problems. We will look at more advanced optimizers later in the course.\n", + "\n", + "Finally, we are using the `accuracy` metric to evaluate the model. This is a common metric for classification problems, and it is simply the fraction of samples that are correctly classified. This is an easier metric for us to understand, but it's not quite as useful for actually training the model (for example, it doesn't tell us how \"confident\" the model is in its predictions).\n", + "\n", + "Now that we have (a) defined the model architecture and (b) compiled the model, we are ready to train the model. We will use the `fit` method of the model to do this." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "model.fit(\n", + " X_train, # Training data\n", + " y_train, # Training labels\n", + " epochs=5, # Number of epochs\n", + " batch_size=32, # Number of samples per batch\n", + " validation_split=0.2 # Use 20% of the data for validation\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "We have now trained our model! We can see that the model has been trained for 5 epochs, and the loss and accuracy have been printed for each epoch. We can also see that the model has been evaluated on the validation data at the end of each epoch. This is useful for us to see how the model is performing on data that it hasn't seen during training.\n", + "\n", + "Once the model is trained, it's time to evaluate the model on the test set. We can use the `evaluate` method of the model to do this. If you were building a model for a real-world application, this is the very last thing you would do, and the result here would be the figure you'd report in your paper or presentation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "loss, accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f'Loss: {loss:.2f}')\n", + "print(f'Accuracy: {accuracy*100:.2f}%')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Hopefully you have achieved an accuracy of around 95%. This is pretty good, but we can do better! In the next section, we will look at how we can improve the performance of our model by using a more advanced optimizer. But before we get there, let's do one other thing - let's look at the predictions that our model is making on the test set. When you are building a model, it's often useful to have a look at some of the examples your model is getting wrong. Sometimes this can reveal problems with the data, or it can give you ideas for how to improve your model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Get the predictions for the test data\n", + "predictions = model.predict(X_test)\n", + "\n", + "# Get the index of the largest probability (i.e. the predicted class)\n", + "predicted_classes = np.argmax(predictions, axis=1)\n", + "true_classes = np.argmax(y_test, axis=1)\n", + "misclassified_indices = np.where(predicted_classes != true_classes)[0]\n", + "\n", + "# Get the misclassified samples themselves\n", + "misclassified_samples = X_test[misclassified_indices]\n", + "misclassified_labels = np.argmax(y_test[misclassified_indices], axis=1)\n", + "\n", + "# Pick 9 random misclassified samples\n", + "random_indices = np.random.choice(len(misclassified_indices), 9, replace=False)\n", + "\n", + "fig, axes = plt.subplots(3, 3, figsize=(6, 6))\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(misclassified_samples[random_indices[i]].reshape(8, 8), cmap=plt.cm.gray_r, interpolation='nearest')\n", + " ax.set_title(f\"Pred: {predicted_classes[misclassified_indices[random_indices[i]]]}, Real: {misclassified_labels[random_indices[i]]}\")\n", + "\n", + " # Removing axis labels\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "What do you think? Would you have made the same mistakes as the model? Determining whether the mistakes are \"understandable\" is a rough way of seeing if you could improve the model further, or if this is the best you can do with the data you have." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### b) Exercises: Impact of the Optimizer\n", + "\n", + "In this section, you will play around with the optimizer and see how it affects the performance of the model. We will start with the standard SGD optimizer, and then we will look at more advanced optimizers.\n", + "\n", + "1. Try decreasing the learning rate of the SGD optimizer by a factor of 10, or 100. What do you observe?\n", + "2. Try increasing the learning rate of the SGD optimizer. What happens?\n", + "3. The SGD optimizer has a momentum parameter. In a nutshell, this parameter controls how much the gradient from the previous step affects the current step. Try enabling momentum in the SGD optimizer with a value of 0.9. What happens?\n", + " \n", + "**Notes**: \n", + "\n", + "The keras API documentation is available at:\n", + "\n", + "https://www.tensorflow.org/api_docs/python/tf/keras\n", + "\n", + "It is also possible to learn more about the parameters of a class by using the question mark: type and evaluate:\n", + "\n", + "```python\n", + "optimizers.SGD?\n", + "```\n", + "\n", + "in a jupyter notebook cell.\n", + "\n", + "It is also possible to type the beginning of a function call / constructor and type \"shift-tab\" after the opening paren:\n", + "\n", + "```python\n", + "optimizers.SGD(\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. Decreasing the learning rate\n", + "from tensorflow.keras.optimizers import SGD\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 2. Increasing the learning rate\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 3. SGD with momentum\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, let's try a more advanced optimizer. Adam is likely the most popular optimizer for deep learning. It is an adaptive learning rate optimizer, which means that it automatically adjusts the learning rate based on how the training is going. This can be very useful, as it means that we don't need to manually tune the learning rate. Let's see how it performs on our model.\n", + "\n", + "\n", + "1. Replace the SGD optimizer by the Adam optimizer from keras and run it\n", + " with the default parameters.\n", + "\n", + "2. Add another hidden layer with ReLU activation and 64 neurons. Does it improve the model performance?\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Adam optimizer\n", + "from tensorflow.keras.optimizers import Adam" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Extra hidden layer\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercises: Forward Pass and Generalization\n", + "\n", + "Let's look in more detail at how the model makes predictions on the test set. We will walk through each step of making predictions, examining exactly what's going on.\n", + "\n", + "To start, we will apply our model to the test set, and look at what we get as output:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "predictions_tf = model(X_test)\n", + "predictions_tf[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "type(predictions_tf), predictions_tf.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The raw output of the model is a tensor of shape `(360, 10)`. This means that we have 360 samples, and for each sample we have 10 values. Each of these values represents the probability that the sample belongs to a given class. This means that we have 10 probabilities for each sample, and the sum of these probabilities is 1. We can confirm this by summing the probabilities for each sample:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "\n", + "tf.reduce_sum(predictions_tf, axis=1)[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "...okay, there might be a small rounding error here and there. This is to do with how floating point numbers are represented in computers, and it's not something we need to worry about for now." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also extract the label with the highest probability using the tensorflow API:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "predicted_labels_tf = tf.argmax(predictions_tf, axis=1)\n", + "predicted_labels_tf[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "One helpful aspect of this approach is that we don't just get the prediction, but also a sense of how confident the model is in its prediction. To see this in practice, let's take a look at some of the predictions the model is highly confident about (i.e. a lot of the probability mass is on one class):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Get the values corresponding to the predicted labels for each sample\n", + "predicted_values_tf = tf.reduce_max(predictions_tf, axis=1)\n", + "\n", + "# Get the indices of the samples with the highest predicted values\n", + "most_confident_indices_tf = tf.argsort(predicted_values_tf, direction='DESCENDING').numpy()[:9]\n", + "\n", + "# Get the 9 most confident samples\n", + "most_confident_samples_tf = X_test[most_confident_indices_tf]\n", + "\n", + "# Get the true labels for the 9 most confident samples\n", + "most_confident_labels_tf = np.argmax(y_test[most_confident_indices_tf], axis=1)\n", + "\n", + "# Plot the 9 most confident samples\n", + "fig, axes = plt.subplots(3, 3, figsize=(6, 6))\n", + "\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(most_confident_samples_tf[i].reshape(8, 8), cmap=plt.cm.gray_r, interpolation='nearest')\n", + " ax.set_title(f\"{most_confident_labels_tf[i]}\")\n", + "\n", + " # Removing axis labels\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Impact of Initialization\n", + "\n", + "Let's study the impact of a bad initialization when training\n", + "a deep feed forward network.\n", + "\n", + "By default, Keras dense layers use the \"Glorot Uniform\" initialization\n", + "strategy to initialize the weight matrices:\n", + "\n", + "- each weight coefficient is randomly sampled from [-scale, scale]\n", + "- scale is proportional to $\\frac{1}{\\sqrt{n_{in} + n_{out}}}$\n", + "\n", + "This strategy is known to work well to initialize deep neural networks\n", + "with \"tanh\" or \"relu\" activation functions and then trained with\n", + "standard SGD.\n", + "\n", + "To assess the impact of initialization let us plug an alternative init\n", + "scheme into a 2 hidden layers networks with \"tanh\" activations.\n", + "For the sake of the example let's use normal distributed weights\n", + "with a manually adjustable scale (standard deviation) and see the\n", + "impact the scale value:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from tensorflow.keras import initializers\n", + "from tensorflow.keras import optimizers\n", + "\n", + "input_dim = 64\n", + "hidden_dim = 64\n", + "output_dim = 10\n", + "\n", + "normal_init = initializers.TruncatedNormal(stddev=0.01, seed=42)\n", + "\n", + "model = Sequential()\n", + "model.add(Dense(hidden_dim, input_dim=input_dim, activation=\"tanh\",\n", + " kernel_initializer=normal_init))\n", + "model.add(Dense(hidden_dim, activation=\"tanh\",\n", + " kernel_initializer=normal_init))\n", + "model.add(Dense(output_dim, activation=\"softmax\",\n", + " kernel_initializer=normal_init))\n", + "\n", + "model.compile(optimizer=optimizers.SGD(learning_rate=0.1),\n", + " loss='categorical_crossentropy', metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.layers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's have a look at the parameters of the first layer after initialization but before any training has happened:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.layers[0].weights" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w = model.layers[0].weights[0].numpy()\n", + "w" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "w.std()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "b = model.layers[0].weights[1].numpy()\n", + "b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "history = model.fit(X_train, y_train, epochs=15, batch_size=32)\n", + "\n", + "plt.figure(figsize=(12, 4))\n", + "plt.plot(history.history['loss'], label=\"Truncated Normal init\")\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once the model has been fit, the weights have been updated and notably the biases are no longer 0:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.layers[0].weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Questions:\n", + "\n", + "- Try the following initialization schemes and see whether\n", + " the SGD algorithm can successfully train the network or\n", + " not:\n", + " \n", + " - a very small e.g. `stddev=1e-3`\n", + " - a larger scale e.g. `stddev=1` or `10`\n", + " - initialize all weights to 0 (constant initialization)\n", + " \n", + "- What do you observe? Can you find an explanation for those\n", + " outcomes?\n", + "\n", + "- Are more advanced solvers such as SGD with momentum or Adam able\n", + " to deal better with such bad initializations?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + } + ], + "metadata": { + "file_extension": ".py", + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.13" + }, + "mimetype": "text/x-python", + "name": "python", + "npconvert_exporter": "python", + "pygments_lexer": "ipython3", + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "version": 3 + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/01_materials/labs/lab1test.py b/01_materials/labs/lab1test.py new file mode 100644 index 00000000..65cf6346 --- /dev/null +++ b/01_materials/labs/lab1test.py @@ -0,0 +1,27 @@ +import os +os.environ["CUDA_VISIBLE_DEVICES"] = "-1" +os.environ["OMP_NUM_THREADS"] = "1" +os.environ["TF_NUM_INTRAOP_THREADS"] = "1" +os.environ["TF_NUM_INTEROP_THREADS"] = "1" + +import tensorflow as tf +from tensorflow.keras.models import Sequential +from tensorflow.keras.layers import Dense +from tensorflow.keras.utils import to_categorical +from sklearn.datasets import load_digits +from sklearn.model_selection import train_test_split + +digits = load_digits() +X = digits.data +y = to_categorical(digits.target) +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2) + +model = Sequential([ + Dense(64, activation="relu", input_shape=(64,)), + Dense(10, activation="softmax") +]) +model.compile(optimizer="adam", loss="categorical_crossentropy", metrics=["accuracy"]) + +print("Starting training…") +model.fit(X_train, y_train, epochs=2, batch_size=32, validation_split=0.2) +print("Done") diff --git a/01_materials/labs/lab_1.ipynb b/01_materials/labs/lab_1.ipynb index 667fd306..95e4745c 100644 --- a/01_materials/labs/lab_1.ipynb +++ b/01_materials/labs/lab_1.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -45,9 +45,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1797, 8, 8)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "digits.images.shape" ] @@ -55,7 +66,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "This means that we have 1797 images, each of which is a 8x8 image. For basic image processing, we will need to flatten the images into a 1D array. In this case, Scikit-Learn has already provided the data in this format too:" @@ -63,9 +77,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1797, 64)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "digits.data.shape" ] @@ -73,7 +98,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "For each image, we also have the corresponding label (or target, or class) in `digits.target`:" @@ -81,9 +109,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1797,)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "digits.target.shape" ] @@ -91,7 +130,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "We can take a look at some random images from the dataset. The following cell will select 9 random images and plot them in a 3x3 grid (meaning that you can rerun the cell to see different images)." @@ -99,9 +141,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Selecting 9 random indices\n", "random_indices = np.random.choice(len(digits.images), 9, replace=False)\n", @@ -123,7 +176,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "As you can see, these images are very low resolution. This is because they were originally scanned from paper forms, and then scaled down to 8x8 pixels. This is a common problem in machine learning - the quality of the data is often a limiting factor in the performance of the model. In this case, the low resolution of the images makes it difficult to distinguish between some digits, even for humans. For example, the following images are all labelled as 9, but they look very different:" @@ -131,11 +187,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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0KRsyZEg2b968vZavWbOmuH9+27x580Fr0Lf0o36MRD9uzmrRgB4hH3HEEenII48s/p6PKH/44YfiYuP5R8yrV6/eZ/18lDthwoQ9/542bVo6//zz0xtvvFH8O7//O++8k6677rriUmj5R8/57fvvvy9G3V988UX65ptvDrg9+Ug9vzBaPlI/mOOOO654jKVLlxYj8C+//DK9++67xUfYw4cPL9b55Zdf/vB+oX/oRyLRjwFlA/gdYK6tra0Y0Q4fPnzP6DK/nXLKKfuMkBcsWLDP/W+66aZsxIgRe42YD3ZbvXr1AUfIh6Knpye78sor96p94403ZldffXXx93ykTxz6UT9Goh9/zGrRgD7K+qWXXkpNTU3FyPfuu+9OJ5xwQvGu8KGHHkpr16495Hq7v7e96667ihHx/px22mmpCvlBaCtWrEhff/11cWJ+fqBZfsuPJMzPSa6rq6vkceg7+pFI9GM8AzqQly1blk499dT06quv7nW08sKFC/e7fv6R8299/vnnqb6+vvh7XiuXf2x8ySWXpL5w8sknF7dcfuT1Rx99lK655po+eWyqpR+JRD/GM+C/Q879/wmtVq1ald577739rt/e3r7Xd8D5UdH5+pdddlnx73yEnX8P/Mwzz6Rvv/12n/vnR3BXcdrTgeRHfuffgc+fP/8P3Z/+pR+JRD/GU/Mj5Oeffz69+eab+yy/8847i/N289HxVVddlS6//PK0bt269PTTT6czzzwzbdu2bb8fN19wwQXptttuK049am1tTccee2y655579qzz1FNPFetMmTKluDpMPmrOT4vKQ37Dhg2pq6vrgNuaB/ysWbOKEfrvHdj18MMPF6dd5QeVDRs2rHiz8NZbb6UHHnggnXfeeYe8n+gb+pFI9GONyWr8oIUD3davX1+cjvTggw9mkydPLg7MOuuss7LXX389mzt3brHstwd1Pfroo9miRYuySZMmFevPnDkz6+rq2uex165dm918883ZSSedVBwsNmHChGzOnDnZsmXLKjntKZdv57Rp07KxY8dmRx11VDZ9+vTslVdeqWTfUT39SCT6sTYNyf/o7zcFADDYDejvkAGgVghkAAhAIANAAAIZAAIQyAAQgEAGgFq5MEh+DeeNGzemsWPH7nUJSsjlZ87ls1+NHz8+DR16+N/j6UcORj9Sq/3Yq0DOw3jSpElVbR8D1Pr169PEiRMP++PoR3pDP1Jr/dirQM5HxrsLHn300X94g/LJEcpasmRJ6Rp//etfS9fIZ2GqYkansnbP1dyftm7dWrxh290nh1tV/ViFKnopv1RrWVu2bAnxuzVz5szU3wZzP1ahitfpf/mXfyld43/+539K16hiIJlfwriv+rFXgbz7Y+q82co03O7pC8sYMWJE6Rr5bE1VXZi9jPwa1WVFegHoq68zqurHKowZMyZEL1XxVcHo0aNL1+jv52Ow92MVqnidruK1rQpV/F5U9Zz2ph8d1AUAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAPp0jqyOjo4Qc3W2t7eH+L/MmjUrxP6oq6srXWOwampqCrH/q+iDKvoxy7LSNfjjOjs7S+++xsbGED09roL54mvttc0IGQACEMgAEIBABoAABDIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAw/rywbq7u0vXaGhoSBFUMSF8FTo6OkJMSF6LqngOu7q6Stf4+OOPB8xzWEU/Rvkdr8V9N2vWrNI1xo0bV7pGXV1d6RpbtmwpXaO1tTXVEiNkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEM68sHa2pqCjF5eVtbW+ka3d3dpWu88MILpWt0dnYOmMnta9HkyZND9ONXX32VIqji92KwqqurSxFs2bKldI2urq4UQV2QfdpbRsgAEIBABoAABDIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhhWa5NFVzGZe09PT+kaU6dOLV2js7OzdA0TwvdvP3Z0dITo6ZUrV5au0draGqKnB6sqXlMWL16cIqiil6Ls075khAwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEggGGpxtTahNOHezL3gbQ/BqumpqbSNerr60vXaGlpKV2jp6endA3+uObm5hC7r729vXSNurq6NNgYIQNAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEIZAAIYFhfPlh3d3fpGm1tbSEm8a5iIvbW1tYQ+5Q/rqGhIcTuq+L3oooJ4QfjpPIcntfH+vr6QbdrjZABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEIZAAIQCADQAACGQACEMgAEIBABoAABDIABDCsLx8syoTTVUwqX8X/pb29vXQN+ldbW1vpGh0dHaVrtLa2lq6xYsWK0jXuvPPO0jUg193dnQYbI2QACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEIZAAIQCADQAACGQACEMgAEIBABoAABDIABCCQAaBW5kPOsqz4uXXr1tTfduzYUbrGP/7xj9I1/v73v5eusW3bttI1Ijwnu7dhd58cbpH68W9/+1uInq6iH6tQxf+l7PM6mPsxiipeY3fu3Fm6RoTn5FD6cUjWi7U2bNiQJk2aVM3WMWCtX78+TZw48bA/jn6kN/QjtdaPvQrkXbt2pY0bN6axY8emIUOGVLmNDAB5C/30009p/PjxaejQw/8tiH5EPzIQXx97FcgAwOHloC4ACEAgA0AAAjml1N3dXXw3/thjj1W2Yzs6Ooqa+U84FPqRSPRj36nZQG5raysC78MPP0wD1csvv5zOPvvsNHLkyHT88cenefPmpc2bN/f3ZrEf+pFI9GNtqtlAHuiWLFmSbrjhhnTMMcekxx9/PN16661FQM+ePTtt3769vzePQUY/EsmSAfr62KsLg9C3fv3113T//fenCy+8ML399tt7TjWbMWNGuuKKK9Kzzz6b7rjjDk8L+pFB59cB/Po4dKA/cQsWLEjnnHNOGjduXBo9enSaOXNmWrly5QHvs3jx4jR58uQ0atSodNFFF6VPPvlkn3XWrFmTrr322uLdWf5x8rnnnptee+21392en3/+ubjv733snD9mT09Puv766/c673vOnDlpzJgxxTtBao9+JBL9GM+ADuT8kmXPPfdcamhoSI888khqaWlJmzZtSpdeemnq7OzcZ/0XX3wxPfHEE+n2229P9913XxGMF198cfruu+/2rPPpp5+m6dOnp88++yzde++9adGiRUXQNzY2puXLlx90e95///10xhlnpCeffLJXlx/M3xT8Vr7s448/Li6OQW3Rj0SiHwPKatQLL7yQX9Ak++CDDw64zs6dO7MdO3bstezHH3/MTjzxxOyWW27Zs2zdunVFrVGjRmUbNmzYs3zVqlXF8vnz5+9ZNnv27GzKlCnZ9u3b9yzbtWtXNmPGjOz000/fs2zlypXFffOfv122cOHCg/7fNm3alA0ZMiSbN2/eXsvXrFlT3D+/bd68+aA16Fv6UT9Goh83Z7VoQI+QjzjiiHTkkUcWf89HlD/88ENxwfL8I+bVq1fvs34+yp0wYcKef0+bNi2df/756Y033ij+nd//nXfeSdddd11xKbT8o+f89v333xej7i+++CJ98803B9yefKSeXxgtH6kfzHHHHVc8xtKlS4sR+Jdffpnefffd4iPs4cOHF+v88ssvf3i/0D/0I5Hox4CyAfwOMNfW1laMaIcPH75ndJnfTjnllH1GyAsWLNjn/jfddFM2YsSIvUbMB7utXr36gCPkQ9HT05NdeeWVe9W+8cYbs6uvvrr4ez7SJw79qB8j0Y8/ZrVoQB9l/dJLL6WmpqZi5Hv33XenE044oXhX+NBDD6W1a9cecr3d39veddddxYh4f0477bRUhfwgtBUrVqSvv/66ODE/P9Asv+VHEubnJNfV1VXyOPQd/Ugk+jGeAR3Iy5YtS6eeemp69dVX9zpaeeHChftdP//I+bc+//zzVF9fX/w9r5XLPza+5JJLUl84+eSTi1suP/L6o48+Stdcc02fPDbV0o9Eoh/jGfDfIef+/4RWq1atSu+9995+129vb9/rO+D8qOh8/csuu6z4dz7Czr8HfuaZZ9K33367z/3zI7irOO3pQPIjv/PvwOfPn/+H7k//0o9Eoh/jqfkR8vPPP5/efPPNfZbfeeedxXm7+ej4qquuSpdffnlat25devrpp9OZZ56Ztm3btt+Pmy+44IJ02223Facetba2pmOPPTbdc889e9Z56qmninWmTJlSXB0mHzXnp0XlIb9hw4bU1dV1wG3NA37WrFnFCP33Dux6+OGHi9Ou8oPKhg0bVrxZeOutt9IDDzyQzjvvvEPeT/QN/Ugk+rHGZDV+0MKBbuvXry9OR3rwwQezyZMnFwdmnXXWWdnrr7+ezZ07t1j224O6Hn300WzRokXZpEmTivVnzpyZdXV17fPYa9euzW6++ebspJNOKg4WmzBhQjZnzpxs2bJllZz2lMu3c9q0adnYsWOzo446Kps+fXr2yiuvVLLvqJ5+JBL9WJuG5H/095sCABjsBvR3yABQKwQyAAQgkAEgAIEMAAEIZAAIQCADQK1cGCS/hvPGjRvT2LFj97oEJeTyM+fy2a/Gjx+fhg49/O/x9CMHox+p1X7sVSDnYTxp0qSqto8Bav369WnixImH/XH0I72hH6m1fuxVIOcj490Fjz766FTr/vmf/7l0jXwWprL++7//u3SNCLM+bd26tXjDtrtPDrdI/ZhP+FHWvffeW7rG//7v/1Yyw1hZ//7v/166Rn7J2zIGcz/+27/9W+ka//Vf/1W6Rn7d/Qi9FMGh9GOvAnn3x9R5s/V3w1UhvzZ0WVV8NFvFvoz0fPTV1xmR+nH3lJxlHHnkkZVNFNDfvxdHHXVU6RpVPaeDsR+r6KUq9tvIkSNL1zg60GtbFXqzXx3UBQABCGQACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEIZAAIQCADQAACGQACEMgAEIBABoAAys+31seam5tL1/jLX/5SusbcuXNL1+jo6Chdo7GxsXQN/riGhoYQu6+1tTVF0NLSUrrGYO3pKl4Pli5dWrrGn/70pxD/l44KarS3t6daYoQMAAEIZAAIQCADQAACGQACEMgAEIBABoAABDIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIIBhqcbU1dWFmIC7iknUm5ubQ2zHYNXZ2Vm6RldXV+kaixcvThG0tLSUrtHU1FTJtgxGbW1taaC8xnZ0dJSusWXLlhDb0dDQkPqKETIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAIalGlPFBOhVTAR+1VVXpQhqbQLuSKqYiH3cuHGla8yfPz/EdlTxe9HY2Fi6xmDV3NxcukZ3d3caKL9bW7ZsSYONETIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAIalGlNfXx9iEu+Ojo4QE8JXUaOhoSENRlF6qaWlpXSN//iP/yhdo7GxsXQN/ripU6eGeF2qQlNTU+kaS5cuTYONETIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAIb19wbUqoaGhhTBrFmzStdoa2urZFsGo7q6utI1mpubS9fwHDLQfi8GIyNkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEIJABIACBDAABCGQACEAgA0AAAhkAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEMSzWmu7u7dI2Ojo7SNerr60vXaG9vL12D2tfc3Fy6RmtrayXbQm2r4rWtCm1tbaVrjBs3rnSNhoaGVEuMkAEgAIEMAAEIZAAIQCADQAACGQACEMgAEIBABoAABDIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgAAEMgAEMCzVmLq6utI12tvbS9dYsWJFiAm4Fy9eXLoGtT+pfBU9Tf/q6ekpXaOlpaV0jc7OztI1pk6dWrpGa2trGmyMkAEgAIEMAAEIZAAIQCADQAACGQACEMgAEIBABoAABDIABCCQASAAgQwAAQhkAAhAIANAAAIZAAIQyAAQgEAGgFqZDznLsuLn1q1bU3+rYhv+/ve/pwh279cytm/f3u/7dPf9q/j/1Fo/VqGK/TZQ9kUVarUfq3gOd+7cWbpGFfutiu3Ytm3bgPi9OJR+HJL1Yq0NGzakSZMmVbN1DFjr169PEydOPOyPox/pDf1IrfVjrwJ5165daePGjWns2LFpyJAhVW4jA0DeQj/99FMaP358Gjr08H8Loh/RjwzE18deBTIAcHg5qAsAAhDIABCAQAaAAAQyAAQgkAEgAIEMAAEIZABI/e//AIGcfgJAZsinAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Selecting 9 random indices of images labelled as 9\n", "random_indices = np.random.choice(np.where(digits.target == 9)[0], 9, replace=False)\n", @@ -157,7 +227,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "While we are plotting the samples as images, remember that our model is only going to see a 1D array of numbers. " @@ -176,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -194,7 +267,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "Let's confirm that the data has been split correctly:" @@ -202,11 +278,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train shape: (1437, 64)\n", + "y_train shape: (1437,)\n", + "X_test shape: (360, 64)\n", + "y_test shape: (360,)\n" + ] + } + ], "source": [ "print(f'X_train shape: {X_train.shape}')\n", "print(f'y_train shape: {y_train.shape}')\n", @@ -217,7 +307,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "This is what we expected to see. It's always good to check as you go, to make sure that you haven't made a mistake somewhere - this is something that working in a notebook like this makes it easy to do." @@ -238,20 +331,6 @@ "Because of this, we need to convert our labels from an integer value into a one-hot encoded vector. This means that each label will be represented as a vector of length 10, with a 1 in the position corresponding to the class, and 0s everywhere else. For example, the label 9 would be represented as `[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]`. This is a common way of representing categorical data in machine learning. By doing this, we ensure that our model is taught the correct relationship between the classes." ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from tensorflow.keras.utils import to_categorical\n", - "\n", - "print(f'Before one-hot encoding: {y_train[0]}')\n", - "y_train = to_categorical(y_train, num_classes=10)\n", - "y_test = to_categorical(y_test, num_classes=10)\n", - "print(f'After one-hot encoding: {y_train[0]}')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -273,11 +352,123 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-25 13:28:09.798034: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + } + ], + "source": [ + "# Boilerplate code to disable CUDA devices\n", + "\n", + "import os\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\" # disables GPU\n", + "os.environ[\"OMP_NUM_THREADS\"] = \"1\"\n", + "os.environ[\"TF_NUM_INTRAOP_THREADS\"] = \"1\"\n", + "os.environ[\"TF_NUM_INTEROP_THREADS\"] = \"1\"\n", + "\n", + "import tensorflow as tf\n", + "tf.config.run_functions_eagerly(True) # Enable eager execution\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"sequential\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ dense (Dense)                   │ (None, 64)             │         4,160 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_1 (Dense)                 │ (None, 64)             │         4,160 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_2 (Dense)                 │ (None, 10)             │           650 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m4,160\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m4,160\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m) │ \u001b[38;5;34m650\u001b[0m │\n", + "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 8,970 (35.04 KB)\n",
+       "
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 Trainable params: 8,970 (35.04 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m8,970\u001b[0m (35.04 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Input, Dense\n", @@ -300,7 +491,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "Congratulations! You have just built your first neural network with Keras. As we can confirm from the `model.summary()` output, our model has 3 layers. The first layer has 64 neurons, the second layer has 64 neurons, and the output layer has 10 neurons. The output layer uses the softmax activation function, which is commonly used for multi-class classification problems. The other layers use the ReLU activation function, which is commonly used for hidden layers in neural networks.\n", @@ -310,9 +504,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "outputs": [], "source": [ @@ -324,28 +521,56 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 12, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/andrewharris/DSI_participant/lib/python3.10/site-packages/tensorflow/python/data/ops/structured_function.py:258: UserWarning: Even though the `tf.config.experimental_run_functions_eagerly` option is set, this option does not apply to tf.data functions. To force eager execution of tf.data functions, please use `tf.data.experimental.enable_debug_mode()`.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 146ms/step - accuracy: 0.6188 - loss: 1.5656 - val_accuracy: 0.8264 - val_loss: 0.6061\n", + "Epoch 2/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 137ms/step - accuracy: 0.8825 - loss: 0.4312 - val_accuracy: 0.8681 - val_loss: 0.3579\n", + "Epoch 3/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 123ms/step - accuracy: 0.9234 - loss: 0.2885 - val_accuracy: 0.9097 - val_loss: 0.2925\n", + "Epoch 4/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 139ms/step - accuracy: 0.9469 - loss: 0.2170 - val_accuracy: 0.8993 - val_loss: 0.2821\n", + "Epoch 5/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 143ms/step - accuracy: 0.9547 - loss: 0.1809 - val_accuracy: 0.9375 - val_loss: 0.2415\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "Because we are predicting which class a sample belongs to, we will use the `categorical_crossentropy` function. This loss function is commonly used for multi-class classification problems. \n", - "\n", - "For our optimizer, we are using the standard stochastic gradient descent (SGD) algorithm. This is a simple optimizer that works well for many problems. We will look at more advanced optimizers later in the course.\n", + "from tensorflow.keras.utils import to_categorical\n", "\n", - "Finally, we are using the `accuracy` metric to evaluate the model. This is a common metric for classification problems, and it is simply the fraction of samples that are correctly classified. This is an easier metric for us to understand, but it's not quite as useful for actually training the model (for example, it doesn't tell us how \"confident\" the model is in its predictions).\n", + "y_train = to_categorical(y_train)\n", + "y_test = to_categorical(y_test)\n", "\n", - "Now that we have (a) defined the model architecture and (b) compiled the model, we are ready to train the model. We will use the `fit` method of the model to do this." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ "model.fit(\n", " X_train, # Training data\n", " y_train, # Training labels\n", @@ -358,7 +583,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "We have now trained our model! We can see that the model has been trained for 5 epochs, and the loss and accuracy have been printed for each epoch. We can also see that the model has been evaluated on the validation data at the end of each epoch. This is useful for us to see how the model is performing on data that it hasn't seen during training.\n", @@ -366,13 +594,44 @@ "Once the model is trained, it's time to evaluate the model on the test set. We can use the `evaluate` method of the model to do this. If you were building a model for a real-world application, this is the very last thing you would do, and the result here would be the figure you'd report in your paper or presentation." ] }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "source": [ + "Because we are predicting which class a sample belongs to, we will use the `categorical_crossentropy` function. This loss function is commonly used for multi-class classification problems. \n", + "\n", + "For our optimizer, we are using the standard stochastic gradient descent (SGD) algorithm. This is a simple optimizer that works well for many problems. We will look at more advanced optimizers later in the course.\n", + "\n", + "Finally, we are using the `accuracy` metric to evaluate the model. This is a common metric for classification problems, and it is simply the fraction of samples that are correctly classified. This is an easier metric for us to understand, but it's not quite as useful for actually training the model (for example, it doesn't tell us how \"confident\" the model is in its predictions).\n", + "\n", + "Now that we have (a) defined the model architecture and (b) compiled the model, we are ready to train the model. We will use the `fit` method of the model to do this." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 84ms/step - accuracy: 0.9500 - loss: 0.1867\n", + "Loss: 0.19\n", + "Accuracy: 95.00%\n" + ] + } + ], "source": [ "loss, accuracy = model.evaluate(X_test, y_test)\n", "\n", @@ -383,7 +642,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "Hopefully you have achieved an accuracy of around 95%. This is pretty good, but we can do better! In the next section, we will look at how we can improve the performance of our model by using a more advanced optimizer. But before we get there, let's do one other thing - let's look at the predictions that our model is making on the test set. When you are building a model, it's often useful to have a look at some of the examples your model is getting wrong. Sometimes this can reveal problems with the data, or it can give you ideas for how to improve your model." @@ -391,11 +653,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 48ms/step\n" + ] + }, + { + "data": { + "image/png": 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YUUKWK2O3wGrVqpniJG/y8EreGOOVHw/5l9cZetWlSxdT3OQtMHLC5sZJrGmKx4cffthzGc8//7znMvyoh3feecdzGfK88+JWmuNRi2nTpnkuY9E53nB1Ia655ppi3z8vJB4jSshuM7UEW3EHnDzU3I+H6nvlPlzf6xtDvCru7RGqqLozNMWjlidk+VH3Xt/lKop7e5T2eNTCj/2irA/dX/J6RK/82qaRxCODugAAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAACjg/T2ERWz06NGey1iwYIHRICEhobgXoVRLT0/3XEZGRobnMmbNmqViv8jMzPRcRmJioucyULxSU1NVHNuSk5M9l5GVlWWChCtkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACcUX5Y368AL1169aey8jNzVVRBoqXHy9A96MMP17mPnr0aBXrguKVmprquYz4+HgVy5GUlOS5jMTERBMkXCEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABSIK8ofy8rK8lzG1q1bVSyHH/x4Abcf6+LHC8mDKCEhwWiQkZHhuYzq1auXmPoorTIzMz2X8fTTT3suY+LEiSqObevXr1exbxUlrpABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAArEFeWPJScnqyhDy4vYU1JSPJexdOlSFcuB6KWnp6vYL1C8cnNzVWyCSZMmeS5j6NChnsvIysoqMcf6SHGFDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQIK4ofyxoL4sOQn1kZ2f7siwovpeob9261XMZGRkZKtbFj3hMTk42pZEf671u3TrPZSQlJXkuY+nSpZ7LyM3NNaUNV8gAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAXiTCl8ibcfL3OPj49X8TL3hIQEz2UgemlpaZ6rr0mTJp7LSE9P91zGyy+/7LmMBQsWeC4D0UtKSlJRfVlZWZ7LSCiFxzaukAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACsSZgElMTPRcRkl68bUfLwJH8dqzZ4+KOHjrrbc8l5GcnOy5DARfdnZ2cS9CIHGFDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAAQXkfsuM49m9eXp4pbr/99pvnMtz1KQmOHj3quQyv29X9flHVq6Z4/P33340Gp0+f9lzGiRMnPJehYZuU5njU4uTJk0aDvIDFYxkngrn27dtnGjVq5M/SocTKyckxDRs2jPnvEI+IBPGIoMVjRAn5zJkz5sCBA6Zq1aqmTJkyfi4jSgAJIblSb9CggSlbNva9IMQjiEeUxONjRAkZAADEFoO6AABQgIQMAIACJSIhJyQkmJSUlOJeDDWoD+pfE+KR+tckQXG+8JyQMzIy7EAv93PRRReZyy+/3Nx3333mhx9+MEGwa9cuc/PNN5saNWqYiy++2FxzzTVm3bp1UZeXnZ1doE6kI79mzZqmd+/e5pNPPjGapaWlFVj28M/GjRuNZkGPx1jUf5DjMRb7Z1EKejyGx07oZ8mSJb6UGaR4PHDggLnjjjtMixYt7CDn+Ph406FDB/Pyyy/7cptdRPchR+Lxxx83TZs2Nb/++qv56KOPzNy5c83KlSvNtm3b7E6keSh6x44dTbly5cxDDz1kKleubBYsWGB69epl1q5da7p27Rp12bfffrvp06ePvUd0586d5rnnnjPdu3c3mzZtMi1btjQa3XTTTaZZs2ZnTR8/frw5duyYufrqq00QBDUeY1n/QYzHWO6fRSmo8RgeO6Fku/hRZpDi8ccff7S3XcoJYuPGje1zCFavXm2vuHfs2GGmTp3q7QccjxYsWCCnBc6mTZsKTH/wwQft9MWLF5/zu8eOHXP80KRJE2fo0KFRfXfkyJFOXFycs3379vxpx48fdxo1auS0bds2qjJ3795t1/3JJ58sMP3dd9+100eMGOHEkpf6KMzevXudMmXKOHfffbejXdDjMRb1H+R4jMX+WZSCHo/nih0vghyP59KvXz+ncuXKzqlTpxwvYtaH3KNHD/t39+7d9q+cQVSpUsV888039qxILveHDBmSf19penq6ufLKK22TTr169czw4cPNzz//HH7yYKZMmWJvrpazSjmb+vLLLwv9ffkd+fyRDRs2mDZt2tgmCJeUfeONN5otW7aYr7/+2vilS5cu+csWKjc316SmptqHr1SsWNFeIc2YMcPWS6iZM2eaTp06mVq1aplKlSqZdu3amddffz2i3460Pgrz6quv2rp3t1cQBSUei7L+gxCPRbl/FqUgxuPx48dj+gSuLgGIx/P1S8uT7rzWj29N1uHclZPKcZ06dcpcf/31tg9IKs9tqpHgkr6WO++804waNcoG6Zw5c8xnn31m+8zKly9v53vsscdswEnAykd2SGm6KqwSevbsmd9f8UeP4pS+qXDusm3evNk0b97c+MFdltDfk43YrVs3s3//flsP0gzy8ccfm3HjxpnvvvvO7oiup59+2h6IZEeVdZY+nFtuucWsWLHC9O3b97y/HWl9FGbRokV2ZwhK82CQ47Eo6z8I8ViU+2dRClo8Tpo0yXYZSJ+vJLonnnjCll3a4tH1yy+/2BMU6UZav3697UaRJnw5EfDEryaZNWvWOIcOHXJycnKcJUuWOLVq1XIqVark7Nu3z84nTQQy39ixYwt8f8OGDXb6okWLCkxftWpVgekHDx50KlSo4PTt29c5c+ZM/nzjx4+384U3QUizhHz+SP/+/Z34+HgnLy+vwPSOHTvacmfOnBl1k8ykSZNsnXz//fd2Pa+++mo7/bXXXsufd/LkybapY+fOnQXKkHoqV66cba50nThxosA8J0+edK666iqnR48eZ617tPURbtu2bXaZx4wZ4wRB0OMxFvUf5HiMxf5ZlIIej3v27HF69erlzJ0713n77bed9PR0p3Hjxk7ZsmWdFStWlLp4dE2bNs0uq/vp2bNngWWJlm8JOfwjKydB43IDTjZwqFGjRjnVq1e3ASUbJ/RTpUoV56677rLzSV+LfD+0TCHfKyzgIrVy5Ur7/d69eztbtmxxduzY4TzwwANO+fLl7XQJiGgDLvwj6/PUU08VmLdVq1bODTfccNa6yw4s31m4cGGhv3H48GE7n/S3yAErVn0k48aNs8uxdetWJwiCHo+xqP8gx2Ms9s+iVNLiUfz0009OvXr1nBYtWpS6eHRlZ2c7q1evtvU+ePBgm5AlNr3yrcn62WeftcP54+LibB+H9PmEP7dT/i384drSB3TkyBFTt27dQss9ePCg/btnzx77N7x5qk6dOoU2aUVKhtrPnj3bjB071rRt29ZOkz4KaZIZM2aM7deJ1j333GObTGRk5QcffGCeeeaZs97KI+v/+eef2/U43/oLaXqRJqmsrKwCb72K1fPF5YRt8eLF5qqrrjKtWrUyQRLUeIxl/QcxHmO5fxalkhCPLrlFSZrPp0+fbkccR/tCmSDGo6tJkyb2444Wl3W59tpr7UhrL83WviVkuRerffv2551HOuTDg1A65iXYpJ+sMOfaEH6SewIlwGTDV6hQwSQmJpp58+bZf5OdKFqyc8hGEv369bO3bsiBRQZbuHUl63/dddfZg0th3N+XwS3SPyL9iHJ7QP369W3fkfRdyEE7FqR/Snb0adOmmaAJcjzGqv6DGo+x2j+LUkmIx1Du2/8OHz4cdUIOajwWRm6DevHFF82HH35oxwGoG9QVqcsuu8ysWbPGdO7c+bxnFu7ZiJwxXXrppfnTDx06dNZow2jI/Y2h99XJMsnyyHL55ZFHHrEbbcKECWbVqlX56y8DA9zAPJc33njDjrB877337I7rkoCLFTkIyNnl4MGDTWmhJR6Lov6DFI9FsX9qpCkeQ3377be+nxA8EqB4LGyQl5DWjEA/OvPWW2+1zRSTJ08+699k1KEMeReyQeSMR5qvQp+IEjrKzq9h7DKK78033zTDhg0z1atXN36Rp7rISEEJGmlWcddfnk4j08LJuksdCDl7lINzaJOOjAhcunRpRL99ofUhN7y/9tprdsSnjGwsLbTEY1HUf5DisSj2T42KOx4loYeTEc/z58+33ShyJVqa4vFQIfUhpMVGft/tVolarG58Dyed6DJarjDDhw/PH7gxa9YsZ86cOXbgRoMGDQqMuHMHuPTp08fOM2zYMDtP7dq1ox41J53zHTp0cKZMmeK89NJLzujRo+3oxzZt2pw1stNdV/kb7c30+/fvt6Mhb7vttvyHHMgDDuThBzJAQ0YzyshRt75kYIJYu3atLbNLly52HhmhWLduXTvoIXwz+jGKcPny5bbc559/3gmSoMfjhdR/aYjHC9k/NQp6PKakpNhtnJaW5rzwwgt21LaMEJeYWbduXamLR6n39u3bOxMmTLD1MX369PzR4ffff7/jlYqELGTl2rVrZ3e2qlWrOi1btrS3ehw4cCB/ntOnT9uKrl+/vp0vKSnJ3hbipYJlNN6AAQOcSy65xAZC06ZNnYcffrjQnX327NmFjmS80KfbSJDLkP1du3bZ/z569KjdmZo1a2aXQXagTp062cCTofuuefPmOc2bN3cqVqzoXHHFFbbuJ06cGJOEPGjQIDuSVUZUBknQ4/FC6r80xOOF7J8aBT0eZRRx165dnTp16tikKLEwcOBAZ/PmzaUyHt9//337VC450ZH9U7ZF586d7W+F3m4WrTLyP96usUsPaT6RZpBPP/20uBcFIB6hCsdH74p9UFdQyHlLZmamWbhwYXEvCkA8QhWOj/7gChkAAAWKfZQ1AAAgIQMAoAJXyAAAKEBCBgAgKKOs5XmiBw4csC/NjtWLDBDsEZZHjx41DRo0OOtZvLFAPIJ4REk8PkaUkCUZuw8TB84lJycn6gfNXwjiEZEgHhG0eIwoIcuVsVtgtWrVTHGSt3p4tXfvXs9lyKu+vPriiy88lzFu3DjPZQwZMsTT9/Py8uwJmxsnsVbS4nHEiBGey5C68MqPuvQjpuWZxl4Qj9748XYxry9ZEO+8844p7ljyw4XEY0QJ2W2mlh22uA+A8tYXr7y8r9IlD3L3yo/mXT/Wxa9tWlTdGSUtHouimb+otp8f24N4LN54lPcyeyUveyhJsVRU+5eOIwEAAKUcCRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQwPt7ti5AZmam5zK6d+9uNOjWrZvnMvbs2eO5jNzcXM9llFZLly71XMbAgQM9lzFx4kTPZSQlJanYtzIyMjyXkZqa6rkMRG/9+vUqqi/Th3yRnJxsgoQrZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAnFF+WPZ2dlGg927d3suIz4+3nMZNWrUUPFi+tIqKyvLcxmtW7f2XEZaWpqKl7n7YenSpZ7LSE1N9WVZSiM/6t8PQ4cO9VxGcnKyKW24QgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKBBXlD8WHx9vNEhISFDxIvAmTZp4LiMxMdFzGaWVH/G4detWFctx5MgRz2W0bt3acxnp6emeyyit0tLSPJfx9NNPGw1yc3M9l5GZmem5jKSkJBMkXCEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABSIK8ofS05O9lzG7t27jQYZGRml7uXZJU1qaqrnMuLj41XE0vr16z2XkZ6e7rmMxMREz2WUVmlpaSqOKZmZmZ7LmDRpkucyli1b5rmMWbNmqThORIorZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAmUcx3H+aKa8vDxTvXp1c+TIEVOtWjUTdNnZ2SpexL506VIVLyT3qqjjo6TFY3JysucycnNzVbyYXgPisWQcY5MUHNv8WJcLiUeukAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACsSZUigjI8NzGfKy6ZLyAm4Ur2XLlnkuY9asWb4sC5CZmem5EpKTk1UcYwcMGGCChCtkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACcaYUio+P91xGt27dfFkWBFtWVpbRwI8XwiP4li5d6rmMgQMHei6jSZMmnstITU31XEZaWpoJEq6QAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgAgKO9DdhzH/s3LyzMlwa+//uq5jFOnTnkuo6TUp7sebpzEmqZ4PHbsmNHg6NGjnsvQUJ9+KM3xeOLECaPBmTNnPJfx22+/eS5Dwza5kHgs40Qw1759+0yjRo38WTqUWDk5OaZhw4Yx/x3iEZEgHhG0eIwoIcvZzoEDB0zVqlVNmTJl/FxGlAASQnKF1qBBA1O2bOx7QYhHEI8oicfHiBIyAACILQZ1AQCgAAkZAAAFSkRCTkhIMCkpKcW9GGpQH9S/JsQj9a9JUlKS/ZTIhJyRkWEHermfiy66yFx++eXmvvvuMz/88IMJgl27dpmbb77Z1KhRw1x88cXmmmuuMevWrYu6vOzs7AJ1Ih35NWvWNL179zaffPKJ0e6JJ54wN954o6lXr55d/rS0NBMUQY/H8NgJ/SxZsqRUxqP45ptvzODBg03dunVNpUqVTPPmzc0jjzxitAt6PMpg3jvuuMO0aNHCDuqNj483HTp0MC+//LKn28rCY7tatWqmW7du5p133jHaR0pPmjTJ1oHki9q1a9vkvmbNmqK7DzkSjz/+uGnatKm9x/ejjz4yc+fONStXrjTbtm2zSU5zBXfs2NGUK1fOPPTQQ6Zy5cpmwYIFplevXmbt2rWma9euUZd9++23mz59+pjTp0+bnTt3mueee850797dbNq0ybRs2dLX9fDThAkTzCWXXGLatGlj3nvvPRNEQY3H8NgJJXHqR5lBi8esrCx70Puf//kf849//MPUqlXL7N271+67QRHUePzxxx/tbYZywdK4cWPz+++/m9WrV9sWyR07dpipU6dGXfZ1111n/va3v9nEvmfPHlsn/fv3N++++665/vrrjUbLli0zM2bMMMnJyWbo0KH2eRSvvPKKXZf58+ebO++809sPOB4tWLBATpOcTZs2FZj+4IMP2umLFy8+53ePHTvm+KFJkybO0KFDo/ruyJEjnbi4OGf79u35044fP+40atTIadu2bVRl7t692677k08+WWD6u+++a6ePGDHCiSUv9eEuvzh06JBd3okTJzpBEfR4PFfseBHkeDx9+rRz1VVXOf/7v//rnDhxwgmaoMfjufTr18+pXLmyc+rUqai+L+t+7733Fpj21Vdf2em9e/d2Yqlbt272E41t27bZ42KoX3/91bniiiuchg0bel62mPUh9+jRw/7dvXu3/StnVFWqVLFNT3KWLs0fQ4YMyb+vND093Vx55ZW2SUeaSocPH25+/vnn8JMHM2XKFHtztZxVytn9l19+Wejvy+/I549s2LDBXglKk4xLypYm2y1btpivv/7a+KVLly75yxYqNzfXpKam2oevVKxY0TRr1syehYU/7WbmzJmmU6dO9gpBmu3atWtnXn/99Yh+O9L6cPv8SpqgxGOo48ePm5MnT5pYCUI8vv/++/YqcuLEifY35ElUcoUfdEGMx/BjhGwLP+PzT3/6k20CDl8ueWKXbH+JQ4lHicsxY8ac9SQvadmUepVuDZnvz3/+s73qjoS0uGzfvv0P55NtIMsYSn5Ltpm0JHh9Yp5vTdbh3EqVndUll/fSFCF9tLIzu001ElzS1yKX+6NGjbJBOmfOHPPZZ5+ZjRs3mvLly9v5HnvsMRtwsvLykYQpTcuFBUXPnj3z+8/ORzaq9AWEc5dt8+bNtr/KD+6yhP6eBLX0nezfv9/WgzQLffzxx2bcuHHmu+++szui6+mnn7YnCrKjyjpLn+Itt9xiVqxYYfr27Xve3460PkqqoMSjS/qppAtF+tck0Um/vpTtpyDEo9s3Jwe99u3b2/2xQoUKZuDAgbbJXfrCgyho8fjLL7/YE0R5VOz69ett8pMuFDlJ8suRI0fsScZll12WP01ORiTGpJn/nnvusUn7iy++MLNmzbLdLkuXLs2fV5KvJEyZPy4uzixfvtyMHDnSlnHvvfee97el6VzWK9p+8e+//95uL8/dD341yaxZs8Zeyufk5DhLlixxatWq5VSqVMnZt2+fnU+aTGS+sWPHFvj+hg0b7PRFixYVmL5q1aoC0w8ePOhUqFDB6du3r3PmzJn8+caPH2/nC2+SkWYa+fyR/v37O/Hx8U5eXl6B6R07drTlzpw5M+omwkmTJtk6+f777+16Xn311Xb6a6+9lj/v5MmTbdPPzp07C5Qh9VSuXDln7969+dPCm+xOnjxpm/N69Ohx1rpHWx+hgtxkHdR43LNnj9OrVy9n7ty5zttvv+2kp6c7jRs3dsqWLeusWLEiqjoJcjzeeOONdhll+w0ZMsR5/fXXnUcffdR2M3Xq1KlA3WsU9Hh0TZs2zZbjfnr27FkgFi6UlDFs2DBbJ7Ls//nPf5wbbrjhrK6Vf//73zb2pR5CPf/883bejRs35k8rrEvj+uuvdy699NI/bLKW/442HX799dfORRdd5Pz1r391vPItIYd/ZGNL0LjcgJMDTqhRo0Y51atXtxtFNk7op0qVKs5dd91l55O+Fvl+aJlCvldYwEVq5cqV+f0WW7ZscXbs2OE88MADTvny5e10OUBFewAM/8j6PPXUUwXmbdWqlQ3E8HWXHVi+s3DhwkJ/4/Dhw3Y+6f+TE4pY9BkFOSEHNR4L89NPPzn16tVzWrRoEdX3gxyPktzld2WZCksQq1evdjQrKfGYnZ1t61p+Z/DgwTYhy7EyWoXVSfny5Z0xY8bYcQOhJ2RXXnnlWesuJ4zynSlTphRafm5urp1v6tSpdj75bz/6kMPJeKPExESnRo0azv79+z2X51uT9bPPPmuH80tTgfRxSJ9s+HM75d/CH64tfbTSVCHt/oU5ePCg/Suj8ER483GdOnUKbXKOlNz6MXv2bDN27FjTtm1bO036KqSJUPoppF8nWtLEIk14MrLygw8+MM8888xZ/V+y/p9//rldj/Otv5CmQGmSklGnof0nPF+85MRjYaRZVporp0+fbvupon2BRxDj0W0SlRHioeQWKGlGl+b0a6+91mgX9Hhs0qSJ/bjbQmJJ6l1GWkfbbD1gwAB7+5c0qctI/6lTp9ouk9B6kfX/73//G1E8SvO99DXLrXzhb72SOqxevbrxk+w7gwYNMl999ZUdGS7PqvbKt4Qs92VJH8/5SD9QeBBK+74E26JFiwr9zrk2hJ8kKOSAJwci6Z9KTEw08+bNs/8mO1G0ZOdwDxb9+vWzt1ZJ4pfBFm5dyfrLkHlJ/oVxf18Gn0nfiNyGJX1n9evXt31H0pezePHiqJexpApyPBbGfdva4cOHo07IQYxH9yAnSSyUm6DCBzZpVdLiUW6DevHFF82HH34Y9S1KEsduPEqfd+3ate2xWOLxpptuyl9/uSXvX//613n3C+mTl37xK664ws4r0+VYLreWSX+zH6+DDHf33Xfbk1LZNu4gPa9iNqgrUtKBLwM3OnfufN4zLffsTM6YLr300vzphw4d8mWnlPuPQ+/zlGWS5ZHl8os8yECCWO7zXbVqVf76y0CJPzrLf+ONN+wIS7kvWHZclxwAUfLiMdy3337r+wE4CPEoA9pkGWWQWfgDK4ozIZX2eJRBXu6Vp1+GDx9uk6fEowzak5YWWf+tW7faZHu+lhcZwCWtNG+//bYdiOjy8oCn85EBlxLrMsgxvPUm0I/OvPXWW+2l/+TJk8/6Nxl1KLdgCDlAyBm4NC+HjoQLHfXp17B+aQZ78803zbBhw3xt5pCn3EjQyUFMmvnc9ZcmlsIewCHrLnUg5GpGAjK0iVFGSIaOMjwfr7c5lBbFHY9yAA0nyUgeOtCqVSt7JVqa4lGaNSXhy8Ev9CrnpZdesn/lar4k0xiPQloQZfu73Xx+iIuLsw9+kSZqeQCHu/4S/3JSdq6R3248itB1l5OFSE8QI73tSTz55JN2FPz48ePNAw88YHwVqxvfw8mgAhm9WZjhw4fnD6yaNWuWM2fOHDuwqkGDBgVGgI4bN87O16dPHzuPjNKTeWrXrh31KEIZrNChQwc7OOCll15yRo8ebUc/tmnT5qyR1+66yt9oH+4gHf8yGvK2227LHxQgDyCRUaMyQENG18rIbre+3JvQ165da8vs0qWLnUdGzNatW9cOwgnfjF5HWb/yyit2MJtb3927d7f/LR+pL82CHo8pKSl2G6elpTkvvPCCHSUrI3IlZtatW1cq4/Hxxx+3ZV533XXOs88+69xzzz1OmTJlnNtvv93RLujxKL/Tvn17Z8KECTYep0+fnj86//777y8wr8RnpINAC3swiDtSWpb3L3/5i/1vGeAl6yPbe9CgQc7s2bPtnQd///vfnZo1a+bXqzzYSeK4ZcuWdt1lOS+77DKndevW9rfchx15HWX95ptv2vmaN29uR4CHf+QOBi9UJGQhG7tdu3Y2GVatWtVWrIy4O3DgQP48snFkx69fv76dLykpyT45xcsOL6NDBwwY4FxyySV2gzZt2tR5+OGHz0rGQoKhsJGMF/q0JTnoyi0ku3btsv999OhRuzM1a9bMLoMEpNzSIQdCuZXENW/ePBsIFStWtE+GkbqX4Pf7AOgGZ2Gf8KSgTdDjUUaxdu3a1alTp45NihILAwcOdDZv3lxq41Fu45F1vfzyy+1IXHmKniSI0GXRKujx+P7779uncklil7qX3+7cubNdr/BbzpYvX27XVW5JijYhCzkZDT3WyHaeMWOGHW0tsSYjmqUuZF2PHDniuOQ2QTkhlFuQEhIS7Hfmz5/va0J24ztWx8cy8j/+XnOXXNJ8Is1yn376aXEvCkA8QhUZCPjqq6/al/WEjitAgAZ1BYWct2RmZpqFCxcW96IAxCPUkQFUjz76KMnYA66QAQBQoNhHWQMAABIyAAAqcIUMAIACJGQAAIIyylqekCOPqpOXZvMiAxQ2Al1ezC3PHQ5/Fm8sEI84H+IRQY3HiBKyJGP3Id7AueTk5ET94oMLQTwiEsQjghaPESVkuTJ2C6xWrZoJOvf5r17MnTvXcxnyOj2v5A1VXrkPpo9WXl6ePWFz4yTWNMWjvOnIq2nTpnkuQ+oCwY5H9xWKXowYMcJzGfIaQ6/8eCnPypUrTWmLx4gSsttMLcFW3AdAP/jxKi4tT6Lx46Dj1zYtqu4MTfEobzzSUG/FXQ8aBS0e/diX5QUNGvixHNVKWExHEo8M6gIAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKCAjnd1XYClS5d6LiMtLc1zGVu3bjUaJCQkFPcilGp+xBLg17Ft/fr1nsto3bq1iuXIysryXEZiYqIJEq6QAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKxBXljyUnJ3suY9myZZ7LqF69uucyunXrpuIl3ijeF6AfOXJERSxlZmaqeJl7fHy85zJKq9TUVM9lJCUleS4jOzvbcxkDBw5UEY9BwxUyAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAECBuKL8sbS0NBUvrfbjReDp6emey1i/fr3nMhC9rKwsFdXnRxx0797daPDWW295LiM5OdmXZUF0UlJSPFfdrFmzqP4ocIUMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFAgrih/LDExUUUZJUlWVpbnMkprnWZnZxsN/HiZux8vlU9ISFARj8nJyZ7LKK3S0tJUxEFqaqrnMkojrpABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAChAQgYAQAESMgAACpCQAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAArEFfcCwJvc3FyqMErx8fEq6k7Ly9yPHDniuYykpCRflqU0ysjI8FxGdna25zIyMzM9l4HocIUMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFAgrrgXIKi0vNw+KyvLcxml9aXyycnJnssYPXq05zLS09NVxEG3bt08l1FaY0mLrVu3ei4jJSXFcxmJiYkqYjrFh3Xx4zgRKa6QAQBQgIQMAIACJGQAABQgIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKxBX3AgSVHy/P9kNubm5xL0JgJSQkeC5j3bp1Kl6A7se6ZGRkeC4D0UtJSfFcfampqZ7LWLZsmYoyqlev7rmMtLQ0EyRcIQMAoAAJGQAABUjIAAAoQEIGAEABEjIAAAqQkAEAUICEDACAAiRkAAAUICEDAKAACRkAAAVIyAAAKEBCBgBAARIyAAAKkJABAFCAhAwAQFDeh+w4jv2bl5cX6+UJjJMnTxoNfvvtN89leN2u7vfdOIk1TfF4/Phxz2X4UW+nT5/2XMaxY8c8l6Fhm5TmeCyqdQ7KuhxTENMXEo9lnAjm2rdvn2nUqJGnhULJl5OTYxo2bBjz3yEeEQniEUGLx4gS8pkzZ8yBAwdM1apVTZkyZfxcRpQAEkJHjx41DRo0MGXLxr4XhHgE8YiSeHyMKCEDAIDYYlAXAAAKkJABAFCAhAwAgAIkZAAAFCAhAwCgAAkZAAAFSMgAAJji9//Ki7wSlmHHTQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Get the predictions for the test data\n", "predictions = model.predict(X_test)\n", @@ -427,7 +710,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "What do you think? Would you have made the same mistakes as the model? Determining whether the mistakes are \"understandable\" is a rough way of seeing if you could improve the model further, or if this is the best you can do with the data you have." @@ -468,30 +754,166 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 144ms/step - accuracy: 0.9704 - loss: 0.1473 - val_accuracy: 0.9271 - val_loss: 0.2290\n", + "Epoch 2/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 126ms/step - accuracy: 0.9704 - loss: 0.1360 - val_accuracy: 0.9375 - val_loss: 0.2222\n", + "Epoch 3/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 123ms/step - accuracy: 0.9748 - loss: 0.1257 - val_accuracy: 0.9340 - val_loss: 0.2186\n", + "Epoch 4/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 152ms/step - accuracy: 0.9739 - loss: 0.1179 - val_accuracy: 0.9340 - val_loss: 0.2179\n", + "Epoch 5/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 123ms/step - accuracy: 0.9774 - loss: 0.1089 - val_accuracy: 0.9340 - val_loss: 0.2091\n", + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 74ms/step - accuracy: 0.9611 - loss: 0.1518\n", + "Loss: 0.15\n", + "Accuracy: 96.11%\n" + ] + } + ], "source": [ "# 1. Decreasing the learning rate\n", - "from tensorflow.keras.optimizers import SGD\n" + "from tensorflow.keras.optimizers import SGD\n", + "\n", + "optimizer = SGD(learning_rate=0.005) \n", + "\n", + "model.compile(\n", + " loss='categorical_crossentropy', # Loss function \n", + " optimizer=optimizer, # Using the modified optimizer\n", + " metrics=['accuracy'] # Metrics to evaluate the model\n", + ")\n", + "\n", + "model.fit(\n", + " X_train, # Training data\n", + " y_train, # Training labels\n", + " epochs=5, # Number of epochs\n", + " batch_size=32, # Number of samples per batch\n", + " validation_split=0.2 # Use 20% of the data for validation\n", + ")\n", + "\n", + "loss, accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f'Loss: {loss:.2f}')\n", + "print(f'Accuracy: {accuracy*100:.2f}%')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Not sure what happened here, the accuracy in epoch 5 is lower than all the others, but the accuracy still stayed around 95%. \n", + "\n", + "**Leaving it this way to ask about during the session**" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 142ms/step - accuracy: 0.1158 - loss: 4359.9575 - val_accuracy: 0.1007 - val_loss: 2.3099\n", + "Epoch 2/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 116ms/step - accuracy: 0.1062 - loss: 2.3048 - val_accuracy: 0.0833 - val_loss: 2.3115\n", + "Epoch 3/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 120ms/step - accuracy: 0.0940 - loss: 2.3065 - val_accuracy: 0.0833 - val_loss: 2.3095\n", + "Epoch 4/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 127ms/step - accuracy: 0.0766 - loss: 2.3059 - val_accuracy: 0.0833 - val_loss: 2.3103\n", + "Epoch 5/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 105ms/step - accuracy: 0.0923 - loss: 2.3067 - val_accuracy: 0.0833 - val_loss: 2.3138\n", + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 101ms/step - accuracy: 0.0917 - loss: 2.3157\n", + "Loss: 2.32\n", + "Accuracy: 9.17%\n" + ] + } + ], + "source": [ + "# 2. Increasing the learning rate\n", + "optimizer.learning_rate = 0.5 # Increased from 0.1 to 0.5\n", + "\n", + "model.compile(\n", + " loss='categorical_crossentropy', # Loss function \n", + " optimizer=optimizer, # Using the modified optimizer\n", + " metrics=['accuracy'] # Metrics to evaluate the model\n", + ")\n", + "\n", + "model.fit(\n", + " X_train, # Training data\n", + " y_train, # Training labels\n", + " epochs=5, # Number of epochs\n", + " batch_size=32, # Number of samples per batch\n", + " validation_split=0.2 # Use 20% of the data for validation\n", + ")\n", + "\n", + "loss, accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f'Loss: {loss:.2f}')\n", + "print(f'Accuracy: {accuracy*100:.2f}%')" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# 2. Increasing the learning rate\n" + "**I don't understand this behaviour.**" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 132ms/step - accuracy: 0.0905 - loss: 2.3022 - val_accuracy: 0.0833 - val_loss: 2.3125\n", + "Epoch 2/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 151ms/step - accuracy: 0.1036 - loss: 2.3020 - val_accuracy: 0.0833 - val_loss: 2.3123\n", + "Epoch 3/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 160ms/step - accuracy: 0.0983 - loss: 2.3015 - val_accuracy: 0.0833 - val_loss: 2.3115\n", + "Epoch 4/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 126ms/step - accuracy: 0.1062 - loss: 2.3015 - val_accuracy: 0.0833 - val_loss: 2.3107\n", + "Epoch 5/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 138ms/step - accuracy: 0.0905 - loss: 2.3015 - val_accuracy: 0.1076 - val_loss: 2.3101\n", + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 70ms/step - accuracy: 0.0778 - loss: 2.3126\n", + "Loss: 2.31\n", + "Accuracy: 7.78%\n" + ] + } + ], "source": [ - "# 3. SGD with momentum\n" + "# 3. SGD with momentum\n", + "optimizer = SGD(learning_rate=0.01, momentum=0.9) # Added momentum parameter\n", + "model.compile(\n", + " loss='categorical_crossentropy', # Loss function \n", + " optimizer=optimizer, # Using the modified optimizer\n", + " metrics=['accuracy'] # Metrics to evaluate the model\n", + ")\n", + "\n", + "model.fit(\n", + " X_train, # Training data\n", + " y_train, # Training labels\n", + " epochs=5, # Number of epochs\n", + " batch_size=32, # Number of samples per batch\n", + " validation_split=0.2 # Use 20% of the data for validation\n", + ")\n", + "\n", + "loss, accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f'Loss: {loss:.2f}')\n", + "print(f'Accuracy: {accuracy*100:.2f}%') \n" ] }, { @@ -509,21 +931,223 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 202ms/step - accuracy: 0.1070 - loss: 2.3009 - val_accuracy: 0.1076 - val_loss: 2.3097\n", + "Epoch 2/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 187ms/step - accuracy: 0.1070 - loss: 2.3009 - val_accuracy: 0.1076 - val_loss: 2.3100\n", + "Epoch 3/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 172ms/step - accuracy: 0.1070 - loss: 2.3009 - val_accuracy: 0.1076 - val_loss: 2.3099\n", + "Epoch 4/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 191ms/step - accuracy: 0.1070 - loss: 2.3009 - val_accuracy: 0.1076 - val_loss: 2.3100\n", + "Epoch 5/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 197ms/step - accuracy: 0.1070 - loss: 2.3009 - val_accuracy: 0.1076 - val_loss: 2.3099\n", + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 76ms/step - accuracy: 0.0778 - loss: 2.3127\n", + "Loss: 2.31\n", + "Accuracy: 7.78%\n" + ] + } + ], "source": [ "# Adam optimizer\n", - "from tensorflow.keras.optimizers import Adam" + "from tensorflow.keras.optimizers import Adam\n", + "\n", + "optimizer = Adam() # Using Adam optimizer with default parameters\n", + "\n", + "model.compile(\n", + " loss='categorical_crossentropy', # Loss function \n", + " optimizer=optimizer, # Using the modified optimizer\n", + " metrics=['accuracy'] # Metrics to evaluate the model\n", + ")\n", + "model.fit(\n", + " X_train, # Training data\n", + " y_train, # Training labels\n", + " epochs=5, # Number of epochs\n", + " batch_size=32, # Number of samples per batch\n", + " validation_split=0.2 # Use 20% of the data for validation\n", + ")\n", + "loss, accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f'Loss: {loss:.2f}')\n", + "print(f'Accuracy: {accuracy*100:.2f}%')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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To force eager execution of tf.data functions, please use `tf.data.experimental.enable_debug_mode()`.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 1s/step - accuracy: 0.4273 - loss: 1.8651 - val_accuracy: 0.7847 - val_loss: 0.8380\n", + "Epoch 2/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 701ms/step - accuracy: 0.8686 - loss: 0.5277 - val_accuracy: 0.8958 - val_loss: 0.3551\n", + "Epoch 3/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m45s\u001b[0m 818ms/step - accuracy: 0.9373 - loss: 0.2269 - val_accuracy: 0.9236 - val_loss: 0.2600\n", + "Epoch 4/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 603ms/step - accuracy: 0.9661 - loss: 0.1376 - val_accuracy: 0.9340 - val_loss: 0.2256\n", + "Epoch 5/5\n", + "\u001b[1m36/36\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 510ms/step - accuracy: 0.9774 - loss: 0.0937 - val_accuracy: 0.9306 - val_loss: 0.2021\n", + "\u001b[1m12/12\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 245ms/step - accuracy: 0.9417 - loss: 0.1519\n", + "Loss: 0.15\n", + "Accuracy: 94.17%\n" + ] + } + ], + "source": [ + "optimizer = Adam() # Using Adam optimizer with default parameters ** This optimizer can only be called for the variables it was originally built with. When working with a new set of variables, you should recreate a new optimizer instance.\n", + "\n", + "model.compile(\n", + " loss='categorical_crossentropy', # Loss function \n", + " optimizer=optimizer, # Using the modified optimizer\n", + " metrics=['accuracy'] # Metrics to evaluate the model\n", + ")\n", + "model.fit(\n", + " X_train, # Training data\n", + " y_train, # Training labels\n", + " epochs=5, # Number of epochs\n", + " batch_size=32, # Number of samples per batch\n", + " validation_split=0.2 # Use 20% of the data for validation\n", + ")\n", + "loss, accuracy = model.evaluate(X_test, y_test)\n", + "\n", + "print(f'Loss: {loss:.2f}')\n", + "print(f'Accuracy: {accuracy*100:.2f}%')" ] }, { @@ -539,9 +1163,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predictions_tf = model(X_test)\n", "predictions_tf[:5]" @@ -549,9 +1199,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(tensorflow.python.framework.ops.EagerTensor, TensorShape([360, 10]))" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "type(predictions_tf), predictions_tf.shape" ] @@ -565,9 +1226,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import tensorflow as tf\n", "\n", @@ -577,7 +1251,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "...okay, there might be a small rounding error here and there. This is to do with how floating point numbers are represented in computers, and it's not something we need to worry about for now." @@ -592,9 +1269,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "predicted_labels_tf = tf.argmax(predictions_tf, axis=1)\n", "predicted_labels_tf[:5]" @@ -603,7 +1291,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, "source": [ "One helpful aspect of this approach is that we don't just get the prediction, but also a sense of how confident the model is in its prediction. To see this in practice, let's take a look at some of the predictions the model is highly confident about (i.e. a lot of the probability mass is on one class):" @@ -611,11 +1302,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { - "collapsed": false + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Get the values corresponding to the predicted labels for each sample\n", "predicted_values_tf = tf.reduce_max(predictions_tf, axis=1)\n", @@ -671,9 +1376,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/andrewharris/DSI_participant/lib/python3.10/site-packages/keras/src/layers/core/dense.py:92: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + } + ], "source": [ "from tensorflow.keras import initializers\n", "from tensorflow.keras import optimizers\n", @@ -698,9 +1412,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.layers" ] @@ -714,18 +1441,67 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.layers[0].weights" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.00015817, -0.01590087, 0.00103594, ..., 0.00962818,\n", + " 0.00624957, 0.00994726],\n", + " [ 0.0081879 , 0.00756818, -0.00668142, ..., 0.01084459,\n", + " -0.00317478, -0.00549116],\n", + " [-0.00086618, -0.00287623, 0.00391693, ..., 0.00064558,\n", + " -0.00420471, 0.00174566],\n", + " ...,\n", + " [-0.0029006 , -0.0091218 , 0.00804327, ..., -0.01407086,\n", + " 0.00952832, -0.01348555],\n", + " [ 0.00375078, 0.00967842, 0.00098119, ..., -0.00413454,\n", + " 0.01695471, 0.00025196],\n", + " [ 0.00459809, 0.01223094, -0.00213172, ..., 0.01246831,\n", + " -0.00714749, -0.00868595]], dtype=float32)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "w = model.layers[0].weights[0].numpy()\n", "w" @@ -733,18 +1509,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.008835949" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "w.std()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "b = model.layers[0].weights[1].numpy()\n", "b" @@ -752,9 +1553,56 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 173ms/step - accuracy: 0.2095 - loss: 2.2867\n", + "Epoch 2/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 167ms/step - accuracy: 0.4683 - loss: 1.7436\n", + "Epoch 3/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 157ms/step - accuracy: 0.7349 - loss: 0.9639\n", + "Epoch 4/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 171ms/step - accuracy: 0.8594 - loss: 0.5335\n", + "Epoch 5/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 188ms/step - accuracy: 0.9061 - loss: 0.3552\n", + "Epoch 6/15\n", + "\u001b[1m45/45\u001b[0m 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0.0859\n", + "Epoch 12/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 211ms/step - accuracy: 0.9923 - loss: 0.0524\n", + "Epoch 13/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 260ms/step - accuracy: 0.9910 - loss: 0.0472\n", + "Epoch 14/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 197ms/step - accuracy: 0.9916 - loss: 0.0447\n", + "Epoch 15/15\n", + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 201ms/step - accuracy: 0.9965 - loss: 0.0341\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "history = model.fit(X_train, y_train, epochs=15, batch_size=32)\n", "\n", @@ -772,9 +1620,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.layers[0].weights" ] @@ -813,7 +1700,7 @@ "metadata": { "file_extension": ".py", "kernelspec": { - "display_name": ".venv", + "display_name": "DSI_participant", "language": "python", "name": "python3" }, @@ -827,7 +1714,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.12" + "version": "3.10.17" }, "mimetype": "text/x-python", "name": "python", diff --git a/01_materials/labs/lab_2.ipynb b/01_materials/labs/lab_2.ipynb index a45b46e9..856dd450 100644 --- a/01_materials/labs/lab_2.ipynb +++ b/01_materials/labs/lab_2.ipynb @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -36,9 +36,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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item_idtitlerelease_datevideo_release_dateimdb_url
01Toy Story (1995)01-Jan-1995NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...
12GoldenEye (1995)01-Jan-1995NaNhttp://us.imdb.com/M/title-exact?GoldenEye%20(...
23Four Rooms (1995)01-Jan-1995NaNhttp://us.imdb.com/M/title-exact?Four%20Rooms%...
34Get Shorty (1995)01-Jan-1995NaNhttp://us.imdb.com/M/title-exact?Get%20Shorty%...
45Copycat (1995)01-Jan-1995NaNhttp://us.imdb.com/M/title-exact?Copycat%20(1995)
..................
16771678Mat' i syn (1997)06-Feb-1998NaNhttp://us.imdb.com/M/title-exact?Mat%27+i+syn+...
16781679B. Monkey (1998)06-Feb-1998NaNhttp://us.imdb.com/M/title-exact?B%2E+Monkey+(...
16791680Sliding Doors (1998)01-Jan-1998NaNhttp://us.imdb.com/Title?Sliding+Doors+(1998)
16801681You So Crazy (1994)01-Jan-1994NaNhttp://us.imdb.com/M/title-exact?You%20So%20Cr...
16811682Scream of Stone (Schrei aus Stein) (1991)08-Mar-1996NaNhttp://us.imdb.com/M/title-exact?Schrei%20aus%...
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item_idtitlerelease_datevideo_release_dateimdb_urlrelease_yearuser_idratingtimestamp
01Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.03084887736532
11Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.02875875334088
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"output_type": "execute_result" + } + ], "source": [ "all_ratings.describe()" ] @@ -157,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -167,36 +723,240 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 95, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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item_idpopularityrelease_datevideo_release_daterelease_yearuser_idratingtimestamp
count100000.000000100000.000000999910.099991.000000100000.00000100000.0000001.000000e+05
mean425.530130168.0719001988-02-09 00:43:11.369223296NaN1987.956216462.484753.5298608.835289e+08
min1.0000001.0000001922-01-01 00:00:00NaN1922.0000001.000001.0000008.747247e+08
25%175.00000071.0000001986-01-01 00:00:00NaN1986.000000254.000003.0000008.794487e+08
50%322.000000145.0000001994-01-01 00:00:00NaN1994.000000447.000004.0000008.828269e+08
75%631.000000239.0000001996-09-28 00:00:00NaN1996.000000682.000004.0000008.882600e+08
max1682.000000583.0000001998-10-23 00:00:00NaN1998.000000943.000005.0000008.932866e+08
std330.798356121.784558NaNNaN14.155523266.614421.1256745.343856e+06
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" + ], + "text/plain": [ + " item_id popularity release_date \\\n", + "count 100000.000000 100000.000000 99991 \n", + "mean 425.530130 168.071900 1988-02-09 00:43:11.369223296 \n", + "min 1.000000 1.000000 1922-01-01 00:00:00 \n", + "25% 175.000000 71.000000 1986-01-01 00:00:00 \n", + "50% 322.000000 145.000000 1994-01-01 00:00:00 \n", + "75% 631.000000 239.000000 1996-09-28 00:00:00 \n", + "max 1682.000000 583.000000 1998-10-23 00:00:00 \n", + "std 330.798356 121.784558 NaN \n", + "\n", + " video_release_date release_year user_id rating \\\n", + "count 0.0 99991.000000 100000.00000 100000.000000 \n", + "mean NaN 1987.956216 462.48475 3.529860 \n", + "min NaN 1922.000000 1.00000 1.000000 \n", + "25% NaN 1986.000000 254.00000 3.000000 \n", + "50% NaN 1994.000000 447.00000 4.000000 \n", + "75% NaN 1996.000000 682.00000 4.000000 \n", + "max NaN 1998.000000 943.00000 5.000000 \n", + "std NaN 14.155523 266.61442 1.125674 \n", + "\n", + " timestamp \n", + "count 1.000000e+05 \n", + "mean 8.835289e+08 \n", + "min 8.747247e+08 \n", + "25% 8.794487e+08 \n", + "50% 8.828269e+08 \n", + "75% 8.882600e+08 \n", + "max 8.932866e+08 \n", + "std 5.343856e+06 " + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "all_ratings = pd.merge(popularity, all_ratings)\n", "all_ratings.describe()" @@ -204,7 +964,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": { "collapsed": false }, @@ -215,9 +975,140 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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item_idpopularitytitlerelease_datevideo_release_dateimdb_urlrelease_yearuser_idratingtimestamp
01452Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.03084887736532
11452Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.02875875334088
21452Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.01484877019411
31452Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.02804891700426
41452Toy Story (1995)1995-01-01NaNhttp://us.imdb.com/M/title-exact?Toy%20Story%2...1995.0663883601324
\n", + "
" + ], + "text/plain": [ + " item_id popularity title release_date video_release_date \\\n", + "0 1 452 Toy Story (1995) 1995-01-01 NaN \n", + "1 1 452 Toy Story (1995) 1995-01-01 NaN \n", + "2 1 452 Toy Story (1995) 1995-01-01 NaN \n", + "3 1 452 Toy Story (1995) 1995-01-01 NaN \n", + "4 1 452 Toy Story (1995) 1995-01-01 NaN \n", + "\n", + " imdb_url release_year user_id \\\n", + "0 http://us.imdb.com/M/title-exact?Toy%20Story%2... 1995.0 308 \n", + "1 http://us.imdb.com/M/title-exact?Toy%20Story%2... 1995.0 287 \n", + "2 http://us.imdb.com/M/title-exact?Toy%20Story%2... 1995.0 148 \n", + "3 http://us.imdb.com/M/title-exact?Toy%20Story%2... 1995.0 280 \n", + "4 http://us.imdb.com/M/title-exact?Toy%20Story%2... 1995.0 66 \n", + "\n", + " rating timestamp \n", + "0 4 887736532 \n", + "1 5 875334088 \n", + "2 4 877019411 \n", + "3 4 891700426 \n", + "4 3 883601324 " + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "all_ratings.head()" ] @@ -237,13 +1128,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "raise NotImplementedError(\"Please calculate the average rating for each movie\")" + "# raise NotImplementedError(\"Please calculate the average rating for each movie\")" ] }, { @@ -255,7 +1146,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -295,7 +1186,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -306,7 +1197,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -353,9 +1244,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 105, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 16ms/step - loss: 2.6093 - val_loss: 1.0408\n", + "Epoch 2/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 16ms/step - loss: 0.8495 - val_loss: 0.8010\n", + "Epoch 3/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 19ms/step - loss: 0.7570 - val_loss: 0.7727\n", + "Epoch 4/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m29s\u001b[0m 25ms/step - loss: 0.7345 - val_loss: 0.7638\n", + "Epoch 5/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 32ms/step - loss: 0.7167 - val_loss: 0.7555\n", + "Epoch 6/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m48s\u001b[0m 42ms/step - loss: 0.6967 - val_loss: 0.7522\n", + "Epoch 7/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 45ms/step - loss: 0.6747 - val_loss: 0.7472\n", + "Epoch 8/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 38ms/step - loss: 0.6515 - val_loss: 0.7412\n", + "Epoch 9/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 29ms/step - loss: 0.6270 - val_loss: 0.7443\n", + "Epoch 10/10\n", + "\u001b[1m1125/1125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 27ms/step - loss: 0.6003 - val_loss: 0.7458\n", + "CPU times: user 3min 12s, sys: 31.8 s, total: 3min 44s\n", + "Wall time: 5min 30s\n" + ] + } + ], "source": [ "%%time\n", "\n", @@ -367,15 +1287,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Loss')" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(history.history['loss'], label='train')\n", "plt.plot(history.history['val_loss'], label='validation')\n", "plt.ylim(0, 2)\n", "plt.legend(loc='best')\n", - "plt.title('Loss');" + "plt.title('Loss')" ] }, { @@ -394,7 +1335,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -409,9 +1350,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 108, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 7ms/step\n", + "Final test MSE: 0.907\n", + "Final test MAE: 0.733\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from sklearn.metrics import mean_squared_error\n", "from sklearn.metrics import mean_absolute_error\n", @@ -444,9 +1405,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 109, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(944, 64), (1683, 64)]" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# weights and shape\n", "weights = model.get_weights()\n", @@ -455,7 +1427,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -465,9 +1437,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Title for item_id=181: Return of the Jedi (1983)\n" + ] + } + ], "source": [ "item_id = 181\n", "print(f\"Title for item_id={item_id}: {indexed_items['title'][item_id]}\")" @@ -475,9 +1455,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 112, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Embedding vector for item_id=181\n", + "[ 0.20032944 0.3536117 -0.4381695 0.16806516 0.48678124 0.20312232\n", + " 0.21083708 0.05842938 -0.25298482 0.36403093 0.42207375 -0.33588243\n", + " 0.55937463 0.9448507 0.3585086 -0.43731868 -0.33270267 0.01875639\n", + " 0.20000778 0.51835495 0.45571527 0.0308949 -0.3994056 -0.31985492\n", + " 0.4234773 -0.4073293 0.11595389 0.15638402 -0.02455723 -0.01555994\n", + " 0.3433859 0.05612033 0.32769084 0.41927403 -0.2932357 0.2584611\n", + " -0.43022934 0.53338534 -0.12526739 0.22088638 -0.4172348 -0.362085\n", + " 0.38607445 -0.44007245 -0.4663247 -0.25340873 0.35456058 0.18274263\n", + " 0.08903208 -0.30273882 -0.59430045 0.25025907 0.28167135 0.41811496\n", + " 0.15173545 -0.0944498 0.456363 0.31025153 0.29652426 0.13484575\n", + " 0.07544506 0.4313073 -0.1183823 -0.3450889 ]\n", + "shape: (64,)\n" + ] + } + ], "source": [ "print(f\"Embedding vector for item_id={item_id}\")\n", "print(item_embeddings[item_id])\n", @@ -504,7 +1504,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 113, "metadata": { "collapsed": false }, @@ -521,9 +1521,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 114, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Star Wars (1977)\n", + "Return of the Jedi (1983)\n", + "Cosine similarity: 0.918\n" + ] + } + ], "source": [ "def print_similarity(item_a, item_b, item_embeddings, titles):\n", " print(titles[item_a])\n", @@ -546,27 +1556,57 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 115, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Return of the Jedi (1983)\n", + "Scream (1996)\n", + "Cosine similarity: 0.687\n" + ] + } + ], "source": [ "print_similarity(181, 288, item_embeddings, indexed_items[\"title\"])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 116, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Return of the Jedi (1983)\n", + "Toy Story (1995)\n", + "Cosine similarity: 0.788\n" + ] + } + ], "source": [ "print_similarity(181, 1, item_embeddings, indexed_items[\"title\"])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 117, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Return of the Jedi (1983)\n", + "Return of the Jedi (1983)\n", + "Cosine similarity: 1.0\n" + ] + } + ], "source": [ "print_similarity(181, 181, item_embeddings, indexed_items[\"title\"])" ] @@ -584,17 +1624,88 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 118, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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popularitytitlerelease_datevideo_release_dateimdb_urlrelease_year
item_id
181507Return of the Jedi (1983)1997-03-14NaNhttp://us.imdb.com/M/title-exact?Return%20of%2...1997.0
\n", + "
" + ], + "text/plain": [ + " popularity title release_date \\\n", + "item_id \n", + "181 507 Return of the Jedi (1983) 1997-03-14 \n", + "\n", + " video_release_date \\\n", + "item_id \n", + "181 NaN \n", + "\n", + " imdb_url release_year \n", + "item_id \n", + "181 http://us.imdb.com/M/title-exact?Return%20of%2... 1997.0 " + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Code to help you search for a movie title\n", "partial_title = \"Jedi\"\n", "indexed_items[indexed_items['title'].str.contains(partial_title)]\n", "\n", - "raise NotImplementedError(\"Please implement the next steps yourself\")" + "# raise NotImplementedError(\"Please implement the next steps yourself\")" ] }, { @@ -608,9 +1719,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 119, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(50, 'Star Wars (1977)', 1.0000001),\n", + " (172, 'Empire Strikes Back, The (1980)', 0.93477607),\n", + " (181, 'Return of the Jedi (1983)', 0.91821116),\n", + " (751, 'Tomorrow Never Dies (1997)', 0.8844145),\n", + " (174, 'Raiders of the Lost Ark (1981)', 0.8819815),\n", + " (1550, 'Destiny Turns on the Radio (1995)', 0.87788326),\n", + " (127, 'Godfather, The (1972)', 0.8761178),\n", + " (423, 'E.T. the Extra-Terrestrial (1982)', 0.86236733),\n", + " (210, 'Indiana Jones and the Last Crusade (1989)', 0.86208415),\n", + " (257, 'Men in Black (1997)', 0.8571224)]" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "def most_similar(item_id, item_embeddings, titles,\n", " top_n=30):\n", @@ -631,9 +1762,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 120, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[(227, 'Star Trek VI: The Undiscovered Country (1991)', 0.9999998),\n", + " (228, 'Star Trek: The Wrath of Khan (1982)', 0.8977419),\n", + " (109, 'Mystery Science Theater 3000: The Movie (1996)', 0.8716418),\n", + " (431, 'Highlander (1986)', 0.86518884),\n", + " (173, 'Princess Bride, The (1987)', 0.86215436),\n", + " (202, 'Groundhog Day (1993)', 0.8612025),\n", + " (217, \"Bram Stoker's Dracula (1992)\", 0.8610487),\n", + " (230, 'Star Trek IV: The Voyage Home (1986)', 0.8604526),\n", + " (195, 'Terminator, The (1984)', 0.8602823),\n", + " (1124, 'Farewell to Arms, A (1932)', 0.8591106)]" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Find the most similar films to \"Star Trek VI: The Undiscovered Country\"\n", "most_similar(227, item_embeddings, indexed_items[\"title\"], top_n=10)" @@ -657,7 +1808,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -668,9 +1819,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 122, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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[ + 0, + 1 + ], + "title": { + "text": "tsne_2" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import plotly.express as px\n", "\n", @@ -723,7 +11190,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 125, "metadata": { "scrolled": true }, @@ -745,9 +11212,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 126, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m48/48\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 26ms/step\n", + " 4.3: 20,000 Leagues Under the Sea (1954)\n", + " 4.2: Terminator 2: Judgment Day (1991)\n", + " 4.2: Mr. Jones (1993)\n", + " 4.1: From Dusk Till Dawn (1996)\n", + " 4.1: Young Guns (1988)\n", + " 4.1: Dead Man Walking (1995)\n", + " 4.1: Legends of the Fall (1994)\n", + " 4.1: Faster Pussycat! Kill! Kill! (1965)\n", + " 3.9: Jerry Maguire (1996)\n", + " 3.9: Eat Drink Man Woman (1994)\n" + ] + } + ], "source": [ "for title, pred_rating in recommend(5):\n", " print(\" %0.1f: %s\" % (pred_rating, title))" @@ -767,7 +11252,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 127, "metadata": { "collapsed": false }, @@ -828,7 +11313,7 @@ ], "metadata": { "kernelspec": { - "display_name": "lab_1", + "display_name": "DSI_participant", "language": "python", "name": "python3" }, @@ -842,7 +11327,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.9" + "version": "3.10.17" } }, "nbformat": 4, diff --git a/01_materials/labs/lab_4.ipynb b/01_materials/labs/lab_4.ipynb index 90bd4fff..007b3d36 100644 --- a/01_materials/labs/lab_4.ipynb +++ b/01_materials/labs/lab_4.ipynb @@ -24,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "id": "GKDUIG0oI_fe" }, @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -47,7 +47,25 @@ "id": "p351aOgAI_fe", "outputId": "ffe85424-b3f4-4a4a-ab52-21020343c8a6" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sample image shape: (400, 600, 3)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sample_image = skimage.data.coffee()\n", "\n", @@ -70,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "id": "b84P4d3RI_ff" }, @@ -81,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -106,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -114,14 +132,25 @@ "id": "KsvzRP4_I_ff", "outputId": "37576a35-734c-48ab-9f1a-4fd6ee1db563" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(400, 600, 3)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "sample_image.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -129,7 +158,18 @@ "id": "wsLMyawzI_ff", "outputId": "772bf78c-2229-4385-92a3-2799bbd9ef86" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 400, 600, 3)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "img_in = np.expand_dims(sample_image, 0).astype(float)\n", "img_in.shape" @@ -137,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "id": "-oInC5RVI_ff" }, @@ -157,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -165,7 +205,16 @@ "id": "LzYLQhj0I_ff", "outputId": "2ec97034-691c-4497-ae3a-41c666e9dd90" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "(400, 600, 3)\n" + ] + } + ], "source": [ "np_img_out = img_out[0].numpy()\n", "print(type(np_img_out))\n", @@ -174,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -183,7 +232,18 @@ "id": "dUXOccNiI_ff", "outputId": "13ad6dc4-2522-4c1e-ab06-a0677d5aeaed" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, (ax0, ax1) = plt.subplots(ncols=2, figsize=(10, 5))\n", "ax0.imshow(sample_image.astype('uint8'))\n", @@ -211,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "id": "_gZoFrfrI_ff" }, @@ -237,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "id": "8ppP9rWEI_ff", "scrolled": true @@ -249,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -258,7 +318,18 @@ "id": "Rek1Cx4eI_ff", "outputId": "850b1656-73be-42ec-bb1f-3438a33b52ea" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, (ax0, ax1) = plt.subplots(ncols=2, figsize=(10, 5))\n", "ax0.imshow(img_in[0].astype('uint8'))\n", @@ -284,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "id": "88HzHNdLI_fg" }, @@ -306,7 +377,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -316,7 +387,18 @@ "outputId": "c2d1cb60-4ccb-4a4d-bce6-0c63a7035eb0", "scrolled": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# convert image to greyscale\n", "grey_sample_image = sample_image.mean(axis=2)\n", @@ -346,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -355,7 +437,21 @@ "id": "rWKOXeFZI_fg", "outputId": "34682b16-7184-49a4-dded-09625f9f8b0f" }, - "outputs": [], + "outputs": [ + { + "ename": "NotImplementedError", + "evalue": "Replace the line above with your implementation", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 10\u001b[0m\n\u001b[1;32m 7\u001b[0m conv \u001b[38;5;241m=\u001b[39m Conv2D(filters\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, kernel_size\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m3\u001b[39m), padding\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msame\u001b[39m\u001b[38;5;124m\"\u001b[39m, kernel_initializer\u001b[38;5;241m=\u001b[39mmy_kernel)\n\u001b[1;32m 9\u001b[0m img_in \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mexpand_dims(grey_sample_image, \u001b[38;5;241m0\u001b[39m) \u001b[38;5;66;03m# Reshape into a batch of size 1\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m img_out \u001b[38;5;241m=\u001b[39m \u001b[43mconv\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimg_in\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# Apply the convolutional filter\u001b[39;00m\n\u001b[1;32m 11\u001b[0m np_img_out \u001b[38;5;241m=\u001b[39m img_out[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mnumpy() \u001b[38;5;66;03m# Convert to numpy array\u001b[39;00m\n\u001b[1;32m 13\u001b[0m fig, (ax0, ax1) \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(ncols\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n", + "File \u001b[0;32m~/DSI_participant/lib/python3.10/site-packages/keras/src/utils/traceback_utils.py:122\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 119\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m 120\u001b[0m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[0;32m--> 122\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 123\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 124\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", + "Cell \u001b[0;32mIn[26], line 3\u001b[0m, in \u001b[0;36mmy_kernel\u001b[0;34m(shape, dtype)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mmy_kernel\u001b[39m(shape\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m), dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 2\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mReplace the line above with your implementation\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 4\u001b[0m array \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mreshape(\u001b[38;5;241m*\u001b[39mshape)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m array\n", + "\u001b[0;31mNotImplementedError\u001b[0m: Replace the line above with your implementation" + ] + } + ], "source": [ "def my_kernel(shape=(3, 3, 1, 1), dtype=None):\n", " array = None\n", @@ -695,7 +791,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "lab_1", + "display_name": "DSI_participant", "language": "python", "name": "python3" }, @@ -709,7 +805,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.9" + "version": "3.10.17" } }, "nbformat": 4, diff --git a/01_materials/labs/lab_5.ipynb b/01_materials/labs/lab_5.ipynb index 4d8869e8..fc56c138 100644 --- a/01_materials/labs/lab_5.ipynb +++ b/01_materials/labs/lab_5.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -27,7 +27,17 @@ "id": "S5NMJEImWlk2", "outputId": "76dc56be-a97c-4364-b9f9-3e77fa843ae2" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading from https://github.com/alexwolson/pascal-voc-2007-mirror/raw/main/VOCtrainval_06-Nov-2007.tar.gz to VOCtrainval_06-Nov-2007.tar.gz...\n", + "Extracting VOCtrainval_06-Nov-2007.tar.gz...\n", + "Done!\n" + ] + } + ], "source": [ "import os.path as op\n", "import tarfile\n", @@ -77,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "id": "PYGcP9-XWlk3" }, @@ -105,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "id": "MgWheWzSWlk3" }, @@ -139,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -147,14 +157,22 @@ "id": "ObaOE2uWWlk3", "outputId": "94b6bf0e-9007-4359-d433-c0cf2b1ff961" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of images with annotations: 2546\n" + ] + } + ], "source": [ "print(\"Number of images with annotations:\", len(annotations))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -162,14 +180,23 @@ "id": "YemA4ZH0Wlk3", "outputId": "0014a62b-d5d8-42f1-bab6-7f467c1e5f0d" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Contents of annotation[0]:\n", + " {'size': (353, 500), 'filename': '000001.jpg', 'class': 'dog', 'bbox': [48, 240, 195, 371]}\n" + ] + } + ], "source": [ "print(\"Contents of annotation[0]:\\n\", annotations[0])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -178,7 +205,26 @@ "id": "_H4cxUttWlk3", "outputId": "5ad14ca2-a863-4ed8-f0d0-4d384c6c3ef9" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Image shape: (500, 353, 3)\n" + ] + }, + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Show the image corresponding to annotation[0]\n", "from skimage.io import imread\n", @@ -191,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -200,7 +246,25 @@ "id": "5W6WdSmJWlk3", "outputId": "f6545342-9b74-4ba7-9505-4fe03efdd351" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Class: dog\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "from skimage.draw import rectangle_perimeter\n", @@ -227,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -235,7 +299,16 @@ "id": "F9ySeyu_Wlk3", "outputId": "53082d91-4c75-406b-ee5c-2ced4dccfbeb" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correspondence between indices and labels:\n", + " {0: 'dog', 1: 'cat', 2: 'bus', 3: 'car', 4: 'aeroplane'}\n" + ] + } + ], "source": [ "print(\"Correspondence between indices and labels:\\n\", idx2labels)" ] @@ -255,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -263,7 +336,24 @@ "id": "JADu4KK6Wlk3", "outputId": "44cb9e22-6e80-46e7-c9a2-ef13292e7028" }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-23 21:20:05.236131: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "\u001b[1m94765736/94765736\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 0us/step\n" + ] + } + ], "source": [ "from tensorflow.keras.applications.resnet50 import ResNet50\n", "from tensorflow.keras.models import Model\n", @@ -290,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "id": "dmh37V3rWlk4" }, @@ -331,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -340,7 +430,18 @@ "id": "C5SsIRZNWlk4", "outputId": "b281cbc1-da0e-4c0f-cb7b-1dc7e8b03ebb" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from skimage import data\n", "image = data.cat()\n", @@ -352,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -360,7 +461,15 @@ "id": "yXoDlFNkWlk4", "outputId": "dd11f2c8-fa0b-46ac-ae8c-1a6dc7f92aac" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "output shape (1, 32, 7, 2048)\n" + ] + } + ], "source": [ "output = predict_batch(headless_conv, [image], (1000, 224))\n", "print(\"output shape\", output.shape)" @@ -390,11 +499,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "id": "NX9qWXRjWlk4" }, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'tqdm'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[13], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mh5py\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mnumpy\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mtqdm\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m tqdm\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mskimage\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mio\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m imread\n\u001b[1;32m 6\u001b[0m CACHE_FILE \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvoc_representations.h5\u001b[39m\u001b[38;5;124m'\u001b[39m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'tqdm'" + ] + } + ], "source": [ "import h5py\n", "import numpy as np\n", @@ -1344,7 +1465,7 @@ "provenance": [] }, "kernelspec": { - "display_name": ".venv", + "display_name": "DSI_participant", "language": "python", "name": "python3" }, @@ -1358,7 +1479,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.12" + "version": "3.10.17" } }, "nbformat": 4, diff --git a/01_materials/labs/lab_6.ipynb b/01_materials/labs/lab_6.ipynb index c9685c87..b228333b 100644 --- a/01_materials/labs/lab_6.ipynb +++ b/01_materials/labs/lab_6.ipynb @@ -27,9 +27,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading http://mlg.ucd.ie/files/datasets/bbc-fulltext.zip to bbc-fulltext.zip...\n", + "Extracting contents of bbc-fulltext.zip...\n" + ] + } + ], "source": [ "import os\n", "import os.path as op\n", @@ -58,9 +67,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['business', 'entertainment', 'politics', 'sport', 'tech']" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "target_names = sorted(folder for folder in os.listdir(BBC_DATASET_FOLDER)\n", " if op.isdir(op.join(BBC_DATASET_FOLDER, folder)))\n", @@ -69,11 +89,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ad sales boost Time Warner profit\n", + "\n", + "Quarterly profits at US media giant TimeWarner jumped 76% to $1.13bn (£600m) for the three months to December, from $639m year-earlier.\n", + "\n", + "The firm, which is now one of the biggest investors in Google, benefited from sales of high-speed internet connections and higher advert sales. TimeWarner said fourth quarter sales rose 2% to $11.1bn from $10.9bn. Its profits were buoyed by one-off gains which offset a profit dip at Warner Bros, and less users for AOL.\n", + "\n", + "Time ...\n" + ] + } + ], "source": [ "# Example of a file in the \"business\" category\n", "with open(op.join(BBC_DATASET_FOLDER, 'business', '001.txt'), 'rb') as f:\n", @@ -89,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -120,20 +154,44 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1, 3, 4, 3], dtype=int32),\n", + " ['bbc/business/475.txt',\n", + " 'bbc/entertainment/152.txt',\n", + " 'bbc/sport/127.txt',\n", + " 'bbc/tech/095.txt',\n", + " 'bbc/sport/464.txt'])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "target_train[:5], filenames_train[:5]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set size: 4.582 MB\n" + ] + } + ], "source": [ "size_in_bytes = sum([len(open(fn, 'rb').read()) for fn in filenames_train])\n", "print(\"Training set size: %0.3f MB\" % (size_in_bytes / 1e6))" @@ -148,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -172,11 +230,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Start of the first document:\n", + "Watchdog probes Vivendi bond sale\n", + "\n", + "French stock market regulator AMF has filed complaints against me...\n", + "----------\n", + "Sampling of vocabulary counts in the document:\n", + "bank 2\n", + "bankruptcy 0\n", + "banks 0\n", + "barcelona 0\n", + "based 0\n", + "basic 0\n", + "basis 1\n", + "bath 0\n", + "battle 0\n", + "bbc 0\n" + ] + } + ], "source": [ "from sklearn.feature_extraction.text import CountVectorizer\n", "\n", @@ -195,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -212,9 +293,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 12.8 s, sys: 1.02 s, total: 13.8 s\n", + "Wall time: 33.5 s\n" + ] + } + ], "source": [ "%time _ = text_classifier.fit(texts_train, target_train)" ] @@ -230,9 +320,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.96" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "text_classifier.score(texts_test, target_test)" ] @@ -260,9 +361,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-23 21:14:35.035173: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 30995 unique tokens.\n", + "Example of word_index: [('the', 1), ('to', 2), ('of', 3), ('and', 4), ('a', 5)]\n" + ] + } + ], "source": [ "from tensorflow.keras.preprocessing.text import Tokenizer\n", "\n", @@ -288,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -297,9 +415,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original text: ['Watchdog', 'probes', 'Vivendi', 'bond']\n", + "Tokenized text: [1857, 9454, 5251, 1973]\n", + "Converted back to text: ['watchdog', 'probes', 'vivendi', 'bond']\n" + ] + } + ], "source": [ "print(f'Original text: {texts_train[0].split(\" \")[0:4]}')\n", "print(f'Tokenized text: {sequences[0][0:4]}')\n", @@ -315,9 +443,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "average length: 382.6\n", + "max length: 4355\n" + ] + } + ], "source": [ "seq_lens = [len(s) for s in sequences]\n", "print(\"average length: %0.1f\" % np.mean(seq_lens))\n", @@ -326,9 +463,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -344,9 +492,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of data tensor: (2025, 1000)\n", + "Shape of data test tensor: (200, 1000)\n" + ] + } + ], "source": [ "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", "\n", @@ -362,9 +519,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of label tensor: (2025, 5)\n" + ] + } + ], "source": [ "from tensorflow.keras.utils import to_categorical\n", "\n", @@ -389,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -415,9 +580,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 213ms/step - accuracy: 0.3348 - loss: 1.4824 - val_accuracy: 0.4187 - val_loss: 1.3687\n", + "Epoch 2/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 140ms/step - accuracy: 0.6037 - loss: 1.0593 - val_accuracy: 0.6847 - val_loss: 0.8372\n", + "Epoch 3/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.7881 - loss: 0.6621 - val_accuracy: 0.7586 - val_loss: 0.6670\n", + "Epoch 4/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 142ms/step - accuracy: 0.8595 - loss: 0.4263 - val_accuracy: 0.9310 - val_loss: 0.3117\n", + "Epoch 5/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 105ms/step - accuracy: 0.9506 - loss: 0.2188 - val_accuracy: 0.9310 - val_loss: 0.2214\n", + "Epoch 6/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 134ms/step - accuracy: 0.8985 - loss: 0.2992 - val_accuracy: 0.8522 - val_loss: 0.3920\n", + "Epoch 7/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 121ms/step - accuracy: 0.9029 - loss: 0.2757 - val_accuracy: 0.9409 - val_loss: 0.1853\n", + "Epoch 8/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 154ms/step - accuracy: 0.9868 - loss: 0.0785 - val_accuracy: 0.9803 - val_loss: 0.0961\n", + "Epoch 9/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 127ms/step - accuracy: 0.9890 - loss: 0.0633 - val_accuracy: 0.9557 - val_loss: 0.1361\n", + "Epoch 10/10\n", + "\u001b[1m57/57\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 99ms/step - accuracy: 0.9929 - loss: 0.0463 - val_accuracy: 0.9606 - val_loss: 0.1279\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "model.fit(x_train, y_train, validation_split=0.1,\n", " epochs=10, batch_size=32)" @@ -435,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -458,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -478,9 +680,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/15\n" + ] + }, + { + "ename": "ValueError", + "evalue": "Sequential model sequential_1 cannot be built because it has no layers. Call `model.add(layer)`.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[23], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalidation_split\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2\u001b[0m \u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m15\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m32\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m output_test \u001b[38;5;241m=\u001b[39m model(x_test)\n\u001b[1;32m 5\u001b[0m test_casses \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39margmax(output_test, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n", + "File \u001b[0;32m~/DSI_participant/lib/python3.10/site-packages/keras/src/utils/traceback_utils.py:122\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 119\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n\u001b[1;32m 120\u001b[0m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[0;32m--> 122\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\u001b[38;5;241m.\u001b[39mwith_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 123\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m 124\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", + "File \u001b[0;32m~/DSI_participant/lib/python3.10/site-packages/keras/src/models/sequential.py:172\u001b[0m, in \u001b[0;36mSequential.build\u001b[0;34m(self, input_shape)\u001b[0m\n\u001b[1;32m 170\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m 171\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers:\n\u001b[0;32m--> 172\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 173\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSequential model \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m cannot be built because it has \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 174\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno layers. Call `model.add(layer)`.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 175\u001b[0m )\n\u001b[1;32m 176\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m], InputLayer):\n\u001b[1;32m 177\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mbatch_shape \u001b[38;5;241m!=\u001b[39m input_shape:\n", + "\u001b[0;31mValueError\u001b[0m: Sequential model sequential_1 cannot be built because it has no layers. Call `model.add(layer)`." + ] + } + ], "source": [ "model.fit(x_train, y_train, validation_split=0.1,\n", " epochs=15, batch_size=32)\n", @@ -827,7 +1050,7 @@ ], "metadata": { "kernelspec": { - "display_name": "lab_1", + "display_name": "DSI_participant", "language": "python", "name": "python3" }, @@ -841,7 +1064,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.9" + "version": "3.10.17" } }, "nbformat": 4, diff --git a/01_materials/notes/identity_matrix_onehot_explanation.md b/01_materials/notes/identity_matrix_onehot_explanation.md new file mode 100644 index 00000000..15168df9 --- /dev/null +++ b/01_materials/notes/identity_matrix_onehot_explanation.md @@ -0,0 +1,113 @@ +# The Identity Matrix, One-Hot Encoding, and Embedding Lookups + +When we represent categorical data in deep learning, we often use **one-hot encoding**, where each category is expressed as a vector with one element equal to 1 and the rest equal to 0. +If there are $K$ possible categories, then the set of all one-hot vectors forms the **identity matrix** $I_K$: + +$$ +I_K = +\begin{bmatrix} +1 & 0 & 0 & \dots & 0\\ +0 & 1 & 0 & \dots & 0\\ +\vdots & & \ddots & & \vdots\\ +0 & 0 & 0 & \dots & 1 +\end{bmatrix} +$$ + +Each row of $I_K$ corresponds to the one-hot representation of one category. + +--- + +## Connection to Linear Algebra + +If $W$ is a **weight** or **embedding matrix** of size $(K, D)$, where each row represents the embedding of one category, then for any batch of one-hot vectors $X$, we can compute their embeddings as: + +$$Y = XW$$ + +If $X$ were exactly a subset of rows from the identity matrix (for example, representing several category choices), this multiplication is mathematically equivalent to **selecting those rows** of $W$: + +$$I_K[\text{indices}] \, W = W[\text{indices}]$$ + +Each one-hot vector therefore "selects" a row from $W$. +This operation is purely **row selection** — no arithmetic is required. + +--- + +## How TensorFlow Implements This Efficiently + +In TensorFlow (and most modern frameworks), we never actually create the identity matrix or perform a large matrix multiplication. +Instead, TensorFlow provides an optimized operation: + +```python +tf.nn.embedding_lookup(W, indices) +``` + +Internally, this calls: + +```python +tf.gather(W, indices, axis=0) +``` + +This operation retrieves the required rows of \( W \) **directly from memory**, achieving the same mathematical result as multiplying by \( I_K \), but without constructing or multiplying the large sparse matrix. + +--- + +## No Need to Pre-Organize One-Hot Vectors + +It might seem like you could make TensorFlow faster by **arranging your categories in advance** so that their one-hot encodings line up with the rows of the identity matrix (e.g., category A = row 0, B = row 1, etc.). +However, **there’s no performance advantage in doing that manually** — TensorFlow already does this internally. + +Here’s why: + +- When you provide an index (e.g., word ID 42), TensorFlow automatically treats it as referring to the **42nd row of the identity matrix** conceptually. +- That row corresponds to the same position in the embedding matrix \( W \). +- TensorFlow’s `tf.gather` operation performs a **direct memory lookup** at that position. + +This means: +- You don’t have to pre-sort or arrange your one-hot vectors in any particular order. +- The embedding lookup operation is **agnostic** to the ordering of your categories — it simply matches each index to the correct row of \( W \). +- Attempting to “pre-organize” your categories as an explicit identity matrix would just waste time and memory, because TensorFlow already assumes and optimizes for that structure. + +So conceptually: +$$\text{Embedding Lookup} = I_K[\text{indices}] \, W$$ +but TensorFlow skips the identity matrix entirely, directly jumping to $W[\text{indices}]$. + +--- + +## Why This Is Faster + +Creating an explicit one-hot or identity matrix of size $K$ would require: +- Storing $K \times N$ mostly-zero values +- Performing $O(KD)$ multiplications per example + +The **gather-based lookup** performs only $O(D)$ memory reads per example — **no multiplications at all**. +For large vocabularies (e.g., 100,000 tokens), this is *tens of thousands of times faster*. + +--- + +## Key Insight + +The relationship between the **identity matrix** and **one-hot encoding** is **conceptual**: +- One-hot vectors are the *rows of the identity matrix* +- Multiplying a one-hot vector by a weight matrix is *equivalent* to selecting a row of that matrix +- The “order” of categories in your data doesn’t matter — TensorFlow handles the mapping from indices to rows internally + +Frameworks like TensorFlow and PyTorch use this equivalence internally. +They perform efficient **row selection (embedding lookup)** rather than explicit **matrix multiplication**, achieving the same mathematical result with vastly lower computational cost. + +--- + +## Summary Table + +| Concept | Mathematical View | Implementation | Speed | +|----------|------------------|----------------|--------| +| One-hot encoding | Rows of identity matrix | Represented as integer indices | Fast | +| Dense multiplication | \( I_K[\text{indices}] W \) | `tf.matmul(tf.one_hot(...), W)` | Slow | +| Embedding lookup | \( W[\text{indices}] \) | `tf.nn.embedding_lookup(W, indices)` | Very Fast | +| TensorFlow optimization | Skips zeros in one-hot | Uses `tf.gather` for direct memory access | Optimal | +| Ordering of one-hot vectors | Irrelevant | TensorFlow handles mapping internally | No manual benefit | + +--- + +### **TL;DR** +TensorFlow already assumes that one-hot vectors correspond to rows of the identity matrix. +You don’t need to organize your categories manually — TensorFlow automatically maps indices to their correct embedding rows and optimizes the entire process into a direct, constant-time memory operation. diff --git a/01_materials/notes/module_1_intro_to_deep_learning.md b/01_materials/notes/module_1_intro_to_deep_learning.md new file mode 100644 index 00000000..44f2bc30 --- /dev/null +++ b/01_materials/notes/module_1_intro_to_deep_learning.md @@ -0,0 +1,74 @@ +# 🧠 Module 1: Introduction to Deep Learning + +## Overview +**Goals of the class:** +- Understand **when and where** to use Deep Learning +- Learn **how** it works — from theory to implementation +- Explore the **frontiers** of DL research + +**Tools:** NumPy, TensorFlow, Keras + +--- + +## What Is Deep Learning? +- Deep Learning = Neural Networks with **many layers** +- Builds **hierarchical**, **nonlinear**, **abstract** data representations +- Works with any input/output type or size +- Implemented as **differentiable functions** (supports gradient descent optimization) + +--- + +## Why Deep Learning Now? +1. **Algorithms & Understanding** – improved optimization, activations, architectures +2. **Compute Power** – GPUs, TPUs +3. **Big Labeled Datasets** – ImageNet, text corpora, etc. +4. **Open Source Ecosystem** – PyTorch, TensorFlow, JAX, pretrained models + +--- + +## Applications +- **Speech**: speech-to-text (e.g., DeepSpeech) +- **Vision**: object recognition, image translation +- **NLP**: translation, chatbots, summarization +- **Generative Models**: GANs, diffusion models, audio synthesis (WaveNet, Tacotron 2) +- **Science**: AlphaFold (protein folding), physics simulators + +--- + +## Deep Learning in Practice +**Frameworks & Computation Graphs** +- A neural network = a *parameterized nonlinear function* +- Composed of **linear + nonlinear** functions +- Modern frameworks (TF2, PyTorch, JAX) use *define-by-run* dynamic computation graphs +- Example: + ```python + model = Sequential() + model.add(Dense(H, input_dim=N)) + model.add(Activation("tanh")) + model.add(Dense(K)) + model.add(Activation("softmax")) + ``` + +--- + +## Outline of Course Modules +1. Backpropagation +2. Computer Vision +3. Recommender Systems +4. Natural Language Processing +5. Optimization Theory +6. Generative & Unsupervised Learning + +--- + +## Note Area +Use this section to jot down questions or insights as you study. + +**Notes:** +- 📝 *DL = Differentiable Programming: each layer defines a function and gradients flow through them.* +- 🧩 *Think in terms of computation graphs rather than “layers” only.* + +**Questions:** +- What are the practical limits of using DL for small datasets? +- How does computation graph design influence model performance and debugging? + diff --git a/01_materials/notes/module_2_neural_networks.md b/01_materials/notes/module_2_neural_networks.md new file mode 100644 index 00000000..bc13ab60 --- /dev/null +++ b/01_materials/notes/module_2_neural_networks.md @@ -0,0 +1,120 @@ +# Module 2: Neural Networks and Backpropagation +**Deep Learning — Data Sciences Institute** + +--- + +## Overview +- How neural networks are structured and trained +- The role of backpropagation in adjusting weights +- How loss, gradients, and optimization interact +- Key practical tricks: initialization, normalization, optimizers + +--- + +## Key Concepts + +### Neural Network Basics +- A neural network parametrizes a **conditional distribution** \( P(Y|X) \) +- **Neuron:** linear transformation + non-linear activation + \( z = W \cdot x + b \) + \( f(x) = \sigma(z) \) +- **Layers:** multiple neurons connected in matrix form +- **MLP (Multi-layer Perceptron):** feedforward network with one or more hidden layers + +> **Note:** Logistic regression = MLP without hidden layer + +--- + +### Activation Functions +Common examples: +- **ReLU:** \( \text{ReLU}(x) = \max(0, x) \) +- **Tanh:** \( \tanh(x) \) +- **Sigmoid:** \( \frac{1}{1 + e^{-x}} \) +- **Softmax:** outputs class probabilities that sum to 1 + +**Question:** When would ReLU outperform Tanh or Sigmoid? + +--- + +### Loss Functions +- **Cross-Entropy Loss** for classification + \( L = - \sum y_i \log(\hat{y}_i) \) +- **Mean Squared Error (MSE)** for regression +- **Regularization:** L2 penalty (weight decay) + \( \lambda \|W\|^2 \) + +> **Note:** Regularization = Maximum A Posteriori (MAP) estimate + +--- + +### Gradient Descent +Minimize the loss by updating parameters: +\[ +\theta \leftarrow \theta - \eta \frac{\partial L}{\partial \theta} +\] + +Variants: +- **Batch Gradient Descent** – full dataset +- **Stochastic Gradient Descent (SGD)** – single sample +- **Mini-batch SGD** – subset of samples + +> **Tip:** Learning rate \( \eta \) controls convergence speed and stability. + +--- + +### Backpropagation +- Uses the **chain rule** to compute gradients layer by layer +- Key quantities: + - \( \nabla_{W^o} L = (\hat{y} - y) \cdot h(x)^T \) + - \( \nabla_{b^o} L = \hat{y} - y \) + - \( \nabla_{W^h} L = \text{propagate backward via chain rule} \) +- Backprop through the network computes gradients for all weights efficiently + +**Question:** Why does random initialization matter for gradient flow? + +--- + +### Initialization and Normalization +- Input features should be **normalized** +- Weight initialization should avoid symmetry: + - \( W \sim \mathcal{N}(0, 0.01) \) + - **Xavier** or **He** initialization improves gradient stability +- Biases often initialized to zero + +> **Observation:** Poor initialization = vanishing/exploding gradients + +--- + +### Optimization Tricks +- **Learning rate scheduling:** reduce when validation loss plateaus + `ReduceLROnPlateau` in Keras +- **Momentum:** accumulate previous gradients + \( v_t = \gamma v_{t-1} + \eta \nabla_\theta L \) +- **Adam optimizer:** adaptive learning rates per parameter + - Good default: `lr=3e-4` + - Combines momentum and adaptive updates + +--- + +### Practical Considerations +- Normalize inputs +- Use small learning rates initially +- Monitor training and validation loss +- Experiment with optimizers: SGD, Adam, RMSProp +- Clip gradients to prevent explosion + +--- + +## Takeaways +- Backpropagation = efficient application of chain rule +- Initialization and normalization crucial for learning +- Momentum and Adam accelerate convergence +- Overfitting requires regularization or dropout (next module!) + +--- + +## Notes & Questions +🟢 *Your notes here...* +💡 *Question:* What conditions make Adam outperform SGD? +🧩 *Experiment idea:* Implement an MLP with ReLU and compare gradient flow to Tanh. + diff --git a/01_materials/notes/module_3_note.md b/01_materials/notes/module_3_note.md new file mode 100644 index 00000000..d4b9e6f8 --- /dev/null +++ b/01_materials/notes/module_3_note.md @@ -0,0 +1,187 @@ +# Module 3: Recommender Systems & Embeddings — Deep Learning Notes (Editable Canvas) + +--- + +## Overview +Module 3 introduces **embeddings** and their role in **recommender systems**, alongside **dropout regularization** to mitigate overfitting. It explores how neural networks process categorical inputs by embedding them in continuous vector spaces. + +> 📝 **Your Notes:** +> +> +--- + +## 1. Embeddings + +### From Real to Symbolic Inputs +- Real-valued inputs are straightforward for models. +- Symbolic data requires transformation into numeric form (e.g., words, user IDs, product categories). + +> 📝 **Your Notes:** +> + +### One-Hot Representation +- Large sparse vectors where each dimension represents one symbol. +- Equal distances between symbols — no semantic information. + +> 📝 **Your Notes:** +> + +### Embeddings +- Dense, continuous vectors learned via backpropagation. +- Captures **semantic relationships** (e.g., similarity, context). +- Embedding matrix shape: |V| × d. + +> 📝 **Your Notes:** +> + +> **Quote:** *Yann LeCun:* “Computing symbolic operations in algebraic space makes it possible to optimize via gradient descent.” + +### Distance and Similarity Metrics +- **Euclidean Distance:** measures absolute distance but depends on scale. +- **Cosine Similarity:** focuses on direction, invariant to vector magnitude. + +> 📝 **Your Notes:** +> + +### Visualization +- **PCA:** linear dimensionality reduction. +- **t-SNE:** non-linear method preserving local structure (typical perplexity: 20–30). + +> 📝 **Your Notes:** +> + +--- + +## 2. Dropout Regularization + +### Overfitting +- When a model performs well on training but poorly on unseen data. +- Detected when training loss decreases while validation loss increases. + +> 📝 **Your Notes:** +> + +### Regularization Methods +- Limit network width/depth. +- Add **L2 penalty** on weights. +- Use **Dropout** to reduce dependency on specific neurons. + +### How Dropout Works +- Randomly sets activations to zero with probability *p* during training. +- Promotes redundancy and robustness. +- Acts as noise injection and implicit ensemble learning. + +**Example (Keras):** +```python +model = Sequential([ + Dense(hidden_size, input_shape=(input_dim,), activation='relu'), + Dropout(0.5), + Dense(hidden_size, activation='relu'), + Dropout(0.5), + Dense(output_size, activation='softmax') +]) +``` + +> 📝 **Your Notes:** +> + +--- + +## 3. Recommender Systems + +### Applications +- Streaming platforms: Netflix, Spotify, YouTube. +- E-commerce: Amazon, Etsy. +- Social media: feed ranking, ad targeting. + +> 📝 **Your Notes:** +> Value placed in commerce on these systems working well + +### Core Approaches +1. **Content-Based Filtering:** recommends based on item attributes. +2. **Collaborative Filtering (CF):** recommends based on user-item interactions. Measured over time rather than explicitly declared for data points +3. **Hybrid Models:** blend both to handle cold-start and sparse data. + +> 📝 **Your Notes:** +> + +### Feedback Types +- **Explicit:** user-provided ratings (stars, likes). Metrics: RMSE, MAE. +- **Implicit:** inferred preferences (clicks, watch time). Metrics: ROC-AUC, Precision@K, NDCG. + +> 📝 **Your Notes:** +> + +--- + +## 4. Ethical Considerations + +### Bias and Fairness +- Algorithms can amplify biases and polarization. +- Examples: gender bias in job ads, filter bubbles in recommendations. + +> 📝 **Your Notes:** +> + +### Mitigation Strategies +- Avoid sensitive inputs (e.g., gender, name). +- Use fairness tools: **SHAP**, **Integrated Gradients**, **Fairlearn**. +- Ensure transparency and explainability. + +> 📝 **Your Notes:** +> + +**References:** +- Edwards & Storkey (2016), *Censoring Representations with an Adversary* +- [Data Transparency Lab](http://www.datatransparencylab.org/) +- [TransAlgo Initiative (France)](https://transalgo.irisa.fr) + +--- + +## 5. Lab 3 Summary — Embeddings and Recommendations in Practice + +### Goal +Implement and visualize user–item embeddings using TensorFlow/Keras. + +### Steps +1. **Data Preparation** – Encode user and item IDs. +2. **Model Architecture** – Build dual embedding layers and combine them via a dot product. + ```python + user_input = Input(shape=(1,)) + item_input = Input(shape=(1,)) + user_vec = Embedding(num_users, emb_dim)(user_input) + item_vec = Embedding(num_items, emb_dim)(item_input) + dot = Dot(axes=2)([user_vec, item_vec]) + output = Dense(1, activation='sigmoid')(Flatten()(dot)) + model = Model([user_input, item_input], output) + ``` +3. **Training** – Use binary cross-entropy; test different dropout rates. +4. **Visualization** – Project embeddings via t-SNE/PCA to inspect structure. +5. **Evaluation** – Metrics: Precision@K, Recall@K, NDCG. + +> 📝 **Your Notes:** +> + +### Learning Outcomes +- Understand latent representations of users/items. +- Build a deep collaborative filtering model. +- Visualize and interpret learned embeddings. + +> 📝 **Your Notes:** +> + +--- + +## Key Takeaways +- **Embeddings:** transform symbols into vector spaces. +- **Dropout:** regularizes models by introducing noise. +- **Recommender Systems:** leverage embeddings to model user–item relationships. +- **Ethics:** fairness and transparency must guide deployment. + +> 📝 **Your Notes:** +> + +--- + +**Next:** Proceed to *Lab 3 – Implementing embeddings and recommender system components.* +