GitHub - StatguyUser/feature_engineering_and_selection_for_explanable_models: Code repository for the machine learning book Feature Engineering & Selection for Explainable Models: A Second Course for Data Scientists

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Code repository for the machine learning book Feature Engineering & Selection for Explainable Models: A Second Course for Data Scientists

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Name		Name	Last commit message	Last commit date
Latest commit History 10 Commits
Car details v3.csv		Car details v3.csv
Chapter 1 - Hotel Booking Deman Datasets Preparation.ipynb		Chapter 1 - Hotel Booking Deman Datasets Preparation.ipynb
Chapter 10 - Syntactic N-gram and Dependency Parse Tree.ipynb		Chapter 10 - Syntactic N-gram and Dependency Parse Tree.ipynb
Chapter 11 Baseline Removal.ipynb		Chapter 11 Baseline Removal.ipynb
Chapter 11 Savitzky-Golay Filter.ipynb		Chapter 11 Savitzky-Golay Filter.ipynb
Chapter 3 - EDA Feature Engineering - Car Sales.ipynb		Chapter 3 - EDA Feature Engineering - Car Sales.ipynb
Chapter 3 - EDA Feature Engineering - Coupon Recommendation.ipynb		Chapter 3 - EDA Feature Engineering - Coupon Recommendation.ipynb
Chapter 3 - EDA Feature Engineering - Predicting Room Bookings for City Hotel.ipynb		Chapter 3 - EDA Feature Engineering - Predicting Room Bookings for City Hotel.ipynb
Chapter 3 - EDA Feature Engineering - Predicting Room Cancellations for Resort Hotel.ipynb		Chapter 3 - EDA Feature Engineering - Predicting Room Cancellations for Resort Hotel.ipynb
Chapter 4 - Higher Order feature Engineering- Engineering Categorical Features- Examples.ipynb		Chapter 4 - Higher Order feature Engineering- Engineering Categorical Features- Examples.ipynb
Chapter 4 - Higher Order feature Engineering- Engineering Numerical Features- Examples.ipynb		Chapter 4 - Higher Order feature Engineering- Engineering Numerical Features- Examples.ipynb
Chapter 4 - Higher Order feature Engineering- Engineering Ordinal Features- Examples.ipynb		Chapter 4 - Higher Order feature Engineering- Engineering Ordinal Features- Examples.ipynb
Chapter 5 - Interaction Effect Features - SHAP.ipynb		Chapter 5 - Interaction Effect Features - SHAP.ipynb
Chapter 5 - Putting Everything Together - Car Sales.ipynb		Chapter 5 - Putting Everything Together - Car Sales.ipynb
Chapter 5 - Putting Everything Together - Coupon Recommendation.ipynb		Chapter 5 - Putting Everything Together - Coupon Recommendation.ipynb
Chapter 5 - Putting Everything Together - Hotel Cancellations.ipynb		Chapter 5 - Putting Everything Together - Hotel Cancellations.ipynb
Chapter 5 - Putting Everything Together - Predicting Room Bookings.ipynb		Chapter 5 - Putting Everything Together - Predicting Room Bookings.ipynb
Chapter 6 - Putting Everything Together - Car Sales.ipynb		Chapter 6 - Putting Everything Together - Car Sales.ipynb
Chapter 6 - Putting Everything Together - Coupon Recommendation.ipynb		Chapter 6 - Putting Everything Together - Coupon Recommendation.ipynb
Chapter 6 - Putting Everything Together - Hotel Cancellations.ipynb		Chapter 6 - Putting Everything Together - Hotel Cancellations.ipynb
Chapter 6 - Putting Everything Together - Predicting Room Bookings.ipynb		Chapter 6 - Putting Everything Together - Predicting Room Bookings.ipynb
Chapter 7 - Putting Everything Together - Car Sales.ipynb		Chapter 7 - Putting Everything Together - Car Sales.ipynb
Chapter 7 - Putting Everything Together - Coupon Recommendation.ipynb		Chapter 7 - Putting Everything Together - Coupon Recommendation.ipynb
Chapter 7 - Putting Everything Together - Hotel Cancellations.ipynb		Chapter 7 - Putting Everything Together - Hotel Cancellations.ipynb
Chapter 7 - Putting Everything Together - Predicting Room Bookings.ipynb		Chapter 7 - Putting Everything Together - Predicting Room Bookings.ipynb
Chapter 8 - Car Sales.ipynb		Chapter 8 - Car Sales.ipynb
Chapter 8 - Coupon Recommendation.ipynb		Chapter 8 - Coupon Recommendation.ipynb
Chapter 8 - Hotel Cancelation .ipynb		Chapter 8 - Hotel Cancelation .ipynb
Chapter 8 - Predicting Room Bookings - More Genetic Algorithm Iterations.ipynb		Chapter 8 - Predicting Room Bookings - More Genetic Algorithm Iterations.ipynb
Chapter 8 - Predicting Room Bookings.ipynb		Chapter 8 - Predicting Room Bookings.ipynb
Chapter 9 - Explaining Individual Predictions - Hotel Cancelation.ipynb		Chapter 9 - Explaining Individual Predictions - Hotel Cancelation.ipynb
Chapter 9 - Explaining Individual Predictions - Predicting Room Bookings.ipynb		Chapter 9 - Explaining Individual Predictions - Predicting Room Bookings.ipynb
Chapter 9 - Explaining Overall Model - Hotel Cancelation .ipynb		Chapter 9 - Explaining Overall Model - Hotel Cancelation .ipynb
Chapter 9 - Explaining Overall Model - Predicting Room Bookings.ipynb		Chapter 9 - Explaining Overall Model - Predicting Room Bookings.ipynb
H1.csv		H1.csv
H2.csv		H2.csv
H2_PredictingOccupancy_100daysPrior.csv		H2_PredictingOccupancy_100daysPrior.csv
HigherOrderFeatures.py		HigherOrderFeatures.py
ImportData_EDAFeatures.py		ImportData_EDAFeatures.py
Interaction_effect_features.py		Interaction_effect_features.py
README.md		README.md
_H2_PredictingOccupancy_100daysPrior.csv		_H2_PredictingOccupancy_100daysPrior.csv
beaver1.csv		beaver1.csv
car sales.zip		car sales.zip
in-vehicle-coupon-recommendation.csv		in-vehicle-coupon-recommendation.csv
spectra_49999_94078628963_milksample.csv		spectra_49999_94078628963_milksample.csv

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