2.0 training the CNN.ipynb

{
 "cells": [
  {
   "attachments": {
    "NN.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convolutional Neural Network Architecture\n",
    "\n",
    "![NN.png](attachment:NN.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "data=np.load('data.npy')\n",
    "target=np.load('target.npy')\n",
    "\n",
    "#loading the save numpy arrays in the previous code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense,Activation,Flatten,Dropout\n",
    "from keras.layers import Conv2D,MaxPooling2D\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "\n",
    "model=Sequential()\n",
    "\n",
    "model.add(Conv2D(200,(3,3),input_shape=data.shape[1:]))\n",
    "model.add(Activation('relu'))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "#The first CNN layer followed by Relu and MaxPooling layers\n",
    "\n",
    "model.add(Conv2D(100,(3,3)))\n",
    "model.add(Activation('relu'))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "#The second convolution layer followed by Relu and MaxPooling layers\n",
    "\n",
    "model.add(Flatten())\n",
    "model.add(Dropout(0.5))\n",
    "#Flatten layer to stack the output convolutions from second convolution layer\n",
    "model.add(Dense(50,activation='relu'))\n",
    "#Dense layer of 64 neurons\n",
    "model.add(Dense(2,activation='softmax'))\n",
    "#The Final layer with two outputs for two categories\n",
    "\n",
    "model.compile(loss='categorical_crossentropy',optimizer='adam',metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "train_data,test_data,train_target,test_target=train_test_split(data,target,test_size=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.7253 - accuracy: 0.5481"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-001.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-001.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 21s 2s/step - loss: 0.7253 - accuracy: 0.5481 - val_loss: 0.6579 - val_accuracy: 0.6628\n",
      "Epoch 2/20\n",
      "11/11 [==============================] - 17s 2s/step - loss: 0.5400 - accuracy: 0.7434 - val_loss: 0.9407 - val_accuracy: 0.6163\n",
      "Epoch 3/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.3335 - accuracy: 0.8717"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-003.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-003.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 19s 2s/step - loss: 0.3335 - accuracy: 0.8717 - val_loss: 0.3759 - val_accuracy: 0.8953\n",
      "Epoch 4/20\n",
      "11/11 [==============================] - 17s 2s/step - loss: 0.2164 - accuracy: 0.9184 - val_loss: 0.4526 - val_accuracy: 0.7907\n",
      "Epoch 5/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.1797 - accuracy: 0.9184"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-005.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-005.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 19s 2s/step - loss: 0.1797 - accuracy: 0.9184 - val_loss: 0.1971 - val_accuracy: 0.9767\n",
      "Epoch 6/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.0991 - accuracy: 0.9679"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-006.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-006.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 19s 2s/step - loss: 0.0991 - accuracy: 0.9679 - val_loss: 0.0773 - val_accuracy: 0.9767\n",
      "Epoch 7/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.0504 - accuracy: 0.9825"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-007.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-007.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 18s 2s/step - loss: 0.0504 - accuracy: 0.9825 - val_loss: 0.0352 - val_accuracy: 1.0000\n",
      "Epoch 8/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.0231 - accuracy: 0.9971"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-008.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-008.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 21s 2s/step - loss: 0.0231 - accuracy: 0.9971 - val_loss: 0.0340 - val_accuracy: 1.0000\n",
      "Epoch 9/20\n",
      "11/11 [==============================] - 22s 2s/step - loss: 0.0191 - accuracy: 0.9971 - val_loss: 0.0348 - val_accuracy: 0.9884\n",
      "Epoch 10/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.0068 - accuracy: 1.0000"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-010.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-010.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 28s 3s/step - loss: 0.0068 - accuracy: 1.0000 - val_loss: 0.0230 - val_accuracy: 0.9884\n",
      "Epoch 11/20\n",
      "11/11 [==============================] - 18s 2s/step - loss: 0.0093 - accuracy: 1.0000 - val_loss: 0.0472 - val_accuracy: 0.9884\n",
      "Epoch 12/20\n",
      "11/11 [==============================] - 22s 2s/step - loss: 0.0057 - accuracy: 1.0000 - val_loss: 0.0263 - val_accuracy: 0.9884\n",
      "Epoch 13/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.0036 - accuracy: 1.0000"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-013.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-013.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 24s 2s/step - loss: 0.0036 - accuracy: 1.0000 - val_loss: 0.0167 - val_accuracy: 1.0000\n",
      "Epoch 14/20\n",
      "11/11 [==============================] - 19s 2s/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 0.0194 - val_accuracy: 0.9884\n",
      "Epoch 15/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 0.0022 - accuracy: 1.0000"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-015.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-015.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 21s 2s/step - loss: 0.0022 - accuracy: 1.0000 - val_loss: 0.0149 - val_accuracy: 0.9884\n",
      "Epoch 16/20\n",
      "11/11 [==============================] - 17s 2s/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 0.0297 - val_accuracy: 0.9884\n",
      "Epoch 17/20\n",
      "11/11 [==============================] - 18s 2s/step - loss: 8.4690e-04 - accuracy: 1.0000 - val_loss: 0.0215 - val_accuracy: 0.9884\n",
      "Epoch 18/20\n",
      "11/11 [==============================] - 17s 2s/step - loss: 8.5687e-04 - accuracy: 1.0000 - val_loss: 0.0165 - val_accuracy: 0.9884\n",
      "Epoch 19/20\n",
      "11/11 [==============================] - ETA: 0s - loss: 7.2300e-04 - accuracy: 1.0000"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-019.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-019.model\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 20s 2s/step - loss: 7.2300e-04 - accuracy: 1.0000 - val_loss: 0.0145 - val_accuracy: 0.9884\n",
      "Epoch 20/20\n",
      "11/11 [==============================] - 19s 2s/step - loss: 8.2779e-04 - accuracy: 1.0000 - val_loss: 0.0269 - val_accuracy: 0.9884\n"
     ]
    }
   ],
   "source": [
    "checkpoint = ModelCheckpoint('model-{epoch:03d}.model',monitor='val_loss',verbose=0,save_best_only=True,mode='auto')\n",
    "history=model.fit(train_data,train_target,epochs=20,callbacks=[checkpoint],validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.plot(history.history['loss'],'r',label='training loss')\n",
    "plt.plot(history.history['val_loss'],label='validation loss')\n",
    "plt.xlabel('# epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['accuracy'],'r',label='training accuracy')\n",
    "plt.plot(history.history['val_accuracy'],label='validation accuracy')\n",
    "plt.xlabel('# epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 1s 243ms/step - loss: 0.0587 - accuracy: 0.9792\n",
      "[0.05874764546751976, 0.9791666865348816]\n"
     ]
    }
   ],
   "source": [
    "print(model.evaluate(test_data,test_target))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 2 of 2). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-20.model\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: model-20.model\\assets\n"
     ]
    }
   ],
   "source": [
    "model.save('model-20.model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}