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Final Project for CS 230: Deep Learning. Project title: Deep Learning Approaches to State-of-Health Estimation

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Name		Name	Last commit message	Last commit date
Latest commit History 11 Commits
MLP_v2_w8_1000_MSE		MLP_v2_w8_1000_MSE
MLP_v2_w8_5000_MSE		MLP_v2_w8_5000_MSE
cnnmodel_w8_1000_MAE		cnnmodel_w8_1000_MAE
cnnmodel_w8_100_MSE_norm		cnnmodel_w8_100_MSE_norm
cnnmodel_w8_200		cnnmodel_w8_200
cnnmodel_w8_200_MSE		cnnmodel_w8_200_MSE
cnnmodel_w8_200_MSE_norm		cnnmodel_w8_200_MSE_norm
cnnmodel_w8_500_MAE_norm		cnnmodel_w8_500_MAE_norm
cnnmodel_w8_500_MSE		cnnmodel_w8_500_MSE
mix-cnn-model_norm_MAE_500		mix-cnn-model_norm_MAE_500
mix-cnn-model_norm_MSE_500		mix-cnn-model_norm_MSE_500
mix-cnn-model_norm_w8_500		mix-cnn-model_norm_w8_500
mix-cnn-model_w8_300		mix-cnn-model_w8_300
mixmodel_w8_200		mixmodel_w8_200
mixmodel_w8_300-500		mixmodel_w8_300-500
mymodel_w8_5000		mymodel_w8_5000
.DS_Store		.DS_Store
.gitattributes		.gitattributes
.gitignore		.gitignore
CNN-W10-val.png		CNN-W10-val.png
CNN-W5-val.png		CNN-W5-val.png
CNN-W9-val.png		CNN-W9-val.png
CNN_MAE-200_loss.png		CNN_MAE-200_loss.png
CNN_MAE-200_output.png		CNN_MAE-200_output.png
CNN_MAE_loss.png		CNN_MAE_loss.png
CNN_MAE_output.png		CNN_MAE_output.png
CNN_MAE_v1.ipynb		CNN_MAE_v1.ipynb
CNN_MSE-500_loss.png		CNN_MSE-500_loss.png
CNN_MSE-500_output.png		CNN_MSE-500_output.png
CNN_MSE-500_output_W10.png		CNN_MSE-500_output_W10.png
CNN_MSE-500_output_W5.png		CNN_MSE-500_output_W5.png
CNN_MSE-500_output_W5_cap.png		CNN_MSE-500_output_W5_cap.png
CNN_MSE_output.png		CNN_MSE_output.png
CNN_MSE_v0.ipynb		CNN_MSE_v0.ipynb
CNN_MSE_v2.ipynb		CNN_MSE_v2.ipynb
CNN_final_model.ipynb		CNN_final_model.ipynb
CS230_final_project_report.pdf		CS230_final_project_report.pdf
LICENSE		LICENSE
LSTM.ipynb		LSTM.ipynb
MLP.ipynb		MLP.ipynb
MLP_MAE-W10-val.png		MLP_MAE-W10-val.png
MLP_MAE-W5-val.png		MLP_MAE-W5-val.png
MLP_MAE-W9-val.png		MLP_MAE-W9-val.png
MLP_MSE-W10-val.png		MLP_MSE-W10-val.png
MLP_MSE-W5-val.png		MLP_MSE-W5-val.png
MLP_MSE-W9-val.png		MLP_MSE-W9-val.png
MLP_MSE_loss.png		MLP_MSE_loss.png
README.md		README.md
cell_caps_interp1.csv		cell_caps_interp1.csv
mix_model_1s.ipynb		mix_model_1s.ipynb
mix_model_cap.ipynb		mix_model_cap.ipynb
mixmodel_output_W10.png		mixmodel_output_W10.png
mixmodel_output_W5.png		mixmodel_output_W5.png
mixmodel_output_W9.png		mixmodel_output_W9.png
overfit.png		overfit.png