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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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feature-engineeringfeature-selectionfeature-selection-libraryfeature-selection-methodsmachine-learningmachine-learning-algorithmsmachinelearningmachinelearning-practicemachinelearning-pythonmachinelearningprojectspypipypi-package

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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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About

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

Topics

feature-engineeringfeature-selectionfeature-selection-libraryfeature-selection-methodsmachine-learningmachine-learning-algorithmsmachinelearningmachinelearning-practicemachinelearning-pythonmachinelearningprojectspypipypi-package

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