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More modular approach and some novelties in params and training #16
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zutotonno
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zutotonno
commented
Jun 5, 2019
- Its possible to add validation data and monitor overfitting by means of early stopping, as well as saving the model training at best checkpoints.
- Its possible to launch an extensive grid search, but some more work need to be done.
- Correctly handled the lstm module
- Fixed minor bug during training sampling : if start index + chunk_len > len(file) -> exception
- Allowing different type of training (random and non random sampling) and correctly 1 epoch -> 1 training set exploration.
- Option to add dropout
- Train/Validation evolution saved in .csv, as well as network configuration in json file
Want to add denoising and sparsitivity
Initial implementation one epoch was equal to one batch
2) Now support validation during training 3) Save model, train validation errors, json with train params
…ow on cpu. DIOCANE
spro
approved these changes
Feb 15, 2022
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