Covid-19 Data Modeling

Scripts

*Param_Optimization_1.py : Epoch and Batch Size Optimization
*Param_Optimization_2.py : Weight Initializer, Optimizer & Activation Function Optimization
*Param_Optimization_3.py : Hidden Layers, Nodes per Hidden Layer & Dropout Optimization
*Permutation_Kinase_Importance.py : Kinase Importance
*Elimination_Round_MSE.py : Recursive Elimination MSE Calculation
*Predicting_Untested_Inhibitors.py : Single Drug Prediction

Python Packages: advanced module load Keras, TensorFlow, pandas, sklearn

Name		Name	Last commit message	Last commit date
Latest commit History 3 Commits
CCL2_response.csv		CCL2_response.csv
Elimination_Round_MSE.py		Elimination_Round_MSE.py
GMCSF_response.csv		GMCSF_response.csv
IL10_response.csv		IL10_response.csv
IL1B_response.csv		IL1B_response.csv
IL6_response.csv		IL6_response.csv
IL8_response.csv		IL8_response.csv
Param_Optimization_1.py		Param_Optimization_1.py
Param_Optimization_2.py		Param_Optimization_2.py
Param_Optimization_3.py		Param_Optimization_3.py
Permutation_Kinase_Importance		Permutation_Kinase_Importance
Predicting_Untested_Inhibitors.py		Predicting_Untested_Inhibitors.py
README.md		README.md
TNFalpha_response.csv		TNFalpha_response.csv
kir_allDrugs_namesDoses.csv		kir_allDrugs_namesDoses.csv
recursive_elimination_kinases_covid.csv		recursive_elimination_kinases_covid.csv