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Implement various model architectures and options #1

Merged
merged 17 commits into from
Mar 19, 2023
Merged

Implement various model architectures and options #1

merged 17 commits into from
Mar 19, 2023

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Qianli-Wu
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Models:

  • cnn
  • cnn+rnn
  • cnn+transformer
  • transformer

Options:

  • model
  • runs
  • epoch
  • learning_rate
  • time
  • num_hdeas
  • patience
  • cnn_layers
  • transformer_layers
  • ensemble

Qianli-Wu and others added 17 commits March 16, 2023 13:08
@Qianli-Wu
Merged Time Seires Code from Sally
9d236b6 
TODO: combine `data_prep` and `CNN_Model`; Maybe use others models for Time series
@Qianli-Wu
Merge branch 'main' into time_series
da11e3c
@Qianli-Wu
Combine keras_cnn_lstm and keras_cnn_transformer into keras_train
286e8d5 
Added `transformer_encoder`
Achieved 71% accuracy in using `transformer_encoder`
@Qianli-Wu
Merge branch 'keras/cnn+transformer' into keras/time+series
6d23b42
@YuntongJu
Added test.txt
6b368e9
@YuntongJu
delete test.txt
b9eca3c
@Qianli-Wu
Reduced Model Complexity results in better generalization in CNN + Tr…
98965f9 
…ansformer Model
@Qianli-Wu
Merge branch 'keras/time+series' of https://github.com/Qianli-Wu/EEG_…
364dedc 
…classification into keras/time+series
@YuntongJu
nothing
98b6d67
@YuntongJu
Merge branch 'keras/time+series' of https://github.com/Qianli-Wu/EEG_…
bb49b7a 
…classification into keras/time+series
@YuntongJu
added RNN, changed time_series, added time parameter in data_preproce…
25ead90 
…ss, added rnn model in keras_model, added a comment in main
@Qianli-Wu
Added early stop to avoid over-fitting
a06b929 
Split testing set by 9 subjects
@Qianli-Wu
Refactored code for training and all keras models
c19edeb 
Added Model ensembling
Added more running options, e.g. `model`, `ensemble`, `cnn_layers`
Updated .gitignore
@Qianli-Wu
Merge branch 'keras/time+rnn' into keras/train
54e93bd 
Enabled accuracy for each subject in model ensembling
Refactored CNN+GRU+SimpleRNN model in `cnn_rnn_model`
@Qianli-Wu
Updated Running Example
75c8121
@Qianli-Wu
Added options time and transformer_layers
efdcb0d 
Optimized code for model ensembling
Removed extra keras models
Updated directory and naming convention for saved models
@Qianli-Wu
Fixed bug in option time
28f215f
@Qianli-Wu Qianli-Wu merged commit ce8b043 into main Mar 19, 2023
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2 participants
@Qianli-Wu @YuntongJu