ML_Project_1

Notebooks:

Ridge_Regression_L1_norm: Contains comparison of models with polynomial expanded features, to models with reduced number of features using L1 norm regression.

Name		Name	Last commit message	Last commit date
Latest commit History 126 Commits
Alessandro_funcs		Alessandro_funcs
Data		Data
Emanuel_functions		Emanuel_functions
Sophie_functions		Sophie_functions
.gitignore		.gitignore
CleanedNotebookv2.ipynb		CleanedNotebookv2.ipynb
DataVisualization_nonans.ipynb		DataVisualization_nonans.ipynb
Draft_EV.ipynb		Draft_EV.ipynb
EDA_soph.ipynb		EDA_soph.ipynb
Genetic_Search_Polynomial.ipynb		Genetic_Search_Polynomial.ipynb
Genetic_Search_Polynomial_logistic.ipynb		Genetic_Search_Polynomial_logistic.ipynb
KNN.py		KNN.py
L1_norm.py		L1_norm.py
LPM.ipynb		LPM.ipynb
Logistic_regression.ipynb		Logistic_regression.ipynb
Methods_draft.ipynb		Methods_draft.ipynb
Models_testing_and_execution.ipynb		Models_testing_and_execution.ipynb
Models_testing_polynomial_expansion.ipynb		Models_testing_polynomial_expansion.ipynb
Models_testing_split_data.ipynb		Models_testing_split_data.ipynb
Models_testing_split_data_logit.ipynb		Models_testing_split_data_logit.ipynb
OHE_KNN.ipynb		OHE_KNN.ipynb
OHE_KNN_80.ipynb		OHE_KNN_80.ipynb
Performance_models_for_report.ipynb		Performance_models_for_report.ipynb
Predicting_False_Positive.ipynb		Predicting_False_Positive.ipynb
Predictions_roots.ipynb		Predictions_roots.ipynb
Predictions_split.ipynb		Predictions_split.ipynb
README.md		README.md
Ridge_Regression_L1_norm.ipynb		Ridge_Regression_L1_norm.ipynb
Single_data_model-Jet_separationLS.ipynb		Single_data_model-Jet_separationLS.ipynb
Single_data_model.ipynb		Single_data_model.ipynb
Table_results.xlsx		Table_results.xlsx
Test Standardization.ipynb		Test Standardization.ipynb
Testing Function Speed.ipynb		Testing Function Speed.ipynb
Testing split data classifier.ipynb		Testing split data classifier.ipynb
costs.py		costs.py
cross_validation.py		cross_validation.py
least_squares.py		least_squares.py
least_squares_gd.py		least_squares_gd.py
least_squares_sgd.py		least_squares_sgd.py
logistic_loss_derivative.py		logistic_loss_derivative.py
logistic_regression.py		logistic_regression.py
logit_functions.py		logit_functions.py
one_hot_encoding.py		one_hot_encoding.py
performance_models_submission.ipynb		performance_models_submission.ipynb
reg_logistic_regression.py		reg_logistic_regression.py
ridge_regression.py		ridge_regression.py
standardization.py		standardization.py
submission.csv		submission.csv
utils_data_indexing.py		utils_data_indexing.py
utils_data_loading.py		utils_data_loading.py
utils_features_manipulation.py		utils_features_manipulation.py
utils_function_mapper.py		utils_function_mapper.py
utils_nans_manipulation.py		utils_nans_manipulation.py
utils_predictions_manipulation.py		utils_predictions_manipulation.py
varying_degrees_and_thresholdLPM.ipynb		varying_degrees_and_thresholdLPM.ipynb

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