EEG-ml

Keras

• keras/CNN.ipynb Keras CNN implementation of EEGNet
• keras/Hybrid-CNN-GRU.ipynb Keras Hybrid CNN GRU implementation
• keras/LSTM_GRU.ipynb Keras LSTM and GRU implementations
• keras/ensemble.ipynb Keras Ensembling of the above three architectures using the pretrained models in pretrained_models/
• keras/lstm_acc_vs_time.ipynb Accuracy vs time experiment using keras LSTM model
• keras/optimize_one_subject.ipynb Experiment optimizing model using training data from one subject at a time
• keras/resnet.ipynb Keras ResNet implementation

Torch

• torch/acc_vs_time/torch_acc_vs_time.ipynb Keras CNN implementation of EEGNet
• torch/best_impl Torch CNN implementation fo EEGNet. See notebook: https://drive.google.com/file/d/1Bm5LhdbgtMoytSfJ_-QDqKck6l1LCu_F/view?usp=sharing
• torch/filter_vis.ipynb Visualization of Torch CNN implementation fo EEGNet: https://colab.research.google.com/drive/1WIHZ2SBC6YcoISVA5EIc1f2kcipgBW9i?usp=sharing

Classic/None-CNN

• classic_noncnn/tsmixer.ipynb SOTA None CNN model for MTSC
• classic_noncnn/classic_methods.ipynb ROCKET model from sktime