APS360_GeoGuessr_NN

Directory Structure

├── baseline/
│   ├── KNN_model.ipynb
├── data_processing/: data acquisition and processing code
│   ├── Creating_Train_Val_Test_Split.ipynb
│   ├── api_request_signature.py
│   ├── geocell_imagery_sampling.py
│   ├── imagery_download.py
├── primary_model/
│   ├── TRAINING_TEMPLATE.ipynb
│   ├── /hyperparameter-tuning: includes all of the model training results
├── testing/: distance computation and output visualization code
│   ├── Collect_Image_Filenames_in_Dataset.ipynb
│   ├── Distance_Computation_and_Visualizations.ipynb
│   ├── Confusion_Matrix.ipynb

How to run

• Download the dataset or create a shortcut to Drive at 32k_train_val_test
• Open the primary model/TEMPLATE.ipynb file in Google Colab. Click Run All. Enjoy.

Model

This ML project is based off the ResNet 50 architecture available on PyTorch.

Video Demo of AI GeoGuessr