deep-learning

This project contains the simulation results and source codes for the paper "Accurate Prediction of Chronic Diseases Using Deep Learning Algorithms".

Dataset

P. Patil, “Disease Symptom Prediction, Version 2,” 2019

Name		Name	Last commit message	Last commit date
Latest commit History 36 Commits
.ipynb_checkpoints		.ipynb_checkpoints
Disease_Prediction		Disease_Prediction
dataset		dataset
dataset_disease_symptoms_prediction		dataset_disease_symptoms_prediction
dataset_symptoms_checker		dataset_symptoms_checker
logs/fit		logs/fit
models		models
plots		plots
results		results
tensorboard_logs/models		tensorboard_logs/models
.gitignore		.gitignore
Activation_Functions.ipynb		Activation_Functions.ipynb
CITATION.cff		CITATION.cff
Dataset_cleanup.ipynb		Dataset_cleanup.ipynb
Dataset_cleanup_v2.ipynb		Dataset_cleanup_v2.ipynb
Disease_Indicators_Prediction.ipynb		Disease_Indicators_Prediction.ipynb
Disease_Indicators_Prediction_appendix-b-trial01.ipynb		Disease_Indicators_Prediction_appendix-b-trial01.ipynb
Disease_Indicators_Prediction_appendix-b-trial02.ipynb		Disease_Indicators_Prediction_appendix-b-trial02.ipynb
Disease_Indicators_Prediction_appendix-b-trial03 - softmax.ipynb		Disease_Indicators_Prediction_appendix-b-trial03 - softmax.ipynb
Disease_Indicators_Prediction_appendix-b-trial03 -sigmoid.ipynb		Disease_Indicators_Prediction_appendix-b-trial03 -sigmoid.ipynb
Disease_Indicators_Prediction_appendix-b-trial04.ipynb		Disease_Indicators_Prediction_appendix-b-trial04.ipynb
Disease_Indicators_Prediction_appendix-b-trial05-autosearch.ipynb		Disease_Indicators_Prediction_appendix-b-trial05-autosearch.ipynb
Disease_Indicators_Prediction_appendix-b-trial05-gelu.ipynb		Disease_Indicators_Prediction_appendix-b-trial05-gelu.ipynb
Disease_Indicators_Prediction_final.ipynb		Disease_Indicators_Prediction_final.ipynb
Disease_Indicators_Prediction_trial01.ipynb		Disease_Indicators_Prediction_trial01.ipynb
Disease_Indicators_Prediction_trial02.ipynb		Disease_Indicators_Prediction_trial02.ipynb
Disease_Indicators_Prediction_trial03.ipynb		Disease_Indicators_Prediction_trial03.ipynb
Disease_Indicators_Prediction_trial04.ipynb		Disease_Indicators_Prediction_trial04.ipynb
Disease_Indicators_Prediction_trial05-relu.ipynb		Disease_Indicators_Prediction_trial05-relu.ipynb
Disease_Indicators_Prediction_trial05.ipynb		Disease_Indicators_Prediction_trial05.ipynb
Disease_Indicators_Prediction_v2.ipynb		Disease_Indicators_Prediction_v2.ipynb
Disease_Indicators_Prediction_v3.ipynb		Disease_Indicators_Prediction_v3.ipynb
Disease_Indicators_Prediction_v4.1.ipynb		Disease_Indicators_Prediction_v4.1.ipynb
Disease_Indicators_Prediction_v4.2-reLu.ipynb		Disease_Indicators_Prediction_v4.2-reLu.ipynb
Disease_Indicators_Prediction_v4.2.ipynb		Disease_Indicators_Prediction_v4.2.ipynb
Disease_Indicators_Prediction_v4.ipynb		Disease_Indicators_Prediction_v4.ipynb
Disease_Indicators_Prediction_v4_with_dropout.ipynb		Disease_Indicators_Prediction_v4_with_dropout.ipynb
README.md		README.md
Regularization.ipynb		Regularization.ipynb
Weight Decay.ipynb		Weight Decay.ipynb
multiclass_learning_rate_optimization.ipynb		multiclass_learning_rate_optimization.ipynb

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