feature-engineering-book

This repo accompanies "Feature Engineering for Machine Learning," by Alice Zheng and Amanda Casari. O'Reilly, 2018.

The repo does not contain the data because we do not have rights to disseminate them. Please follow the URLs given in the book to download the data.

Name		Name	Last commit message	Last commit date
02.02_Binning.ipynb		02.02_Binning.ipynb
02.03-06_Counts.ipynb		02.03-06_Counts.ipynb
02.06-11_Log-Transformation_prediction.ipynb		02.06-11_Log-Transformation_prediction.ipynb
02.12-14_Box-Cox_Transform.ipynb		02.12-14_Box-Cox_Transform.ipynb
02.12_Power_Transforms.ipynb		02.12_Power_Transforms.ipynb
02.17_Interaction_Features_Example.ipynb		02.17_Interaction_Features_Example.ipynb
03.01_Count_words.ipynb		03.01_Count_words.ipynb
03.02_Chunking_and_POS_Tagging.ipynb		03.02_Chunking_and_POS_Tagging.ipynb
04.01-06_Tf-idf.ipynb		04.01-06_Tf-idf.ipynb
05.01-02_Regression_on_Categorical_Variable.ipynb		05.01-02_Regression_on_Categorical_Variable.ipynb
05.05_Feature_Hashing.ipynb		05.05_Feature_Hashing.ipynb
05.06_Bin_Counting.ipynb		05.06_Bin_Counting.ipynb
06.01_PCA_on_MNIST_digits.ipynb		06.01_PCA_on_MNIST_digits.ipynb
07.00_Swiss_roll.ipynb		07.00_Swiss_roll.ipynb
07.01-02_K-means.ipynb		07.01-02_K-means.ipynb
07.03-05_K-means_featurization.ipynb		07.03-05_K-means_featurization.ipynb
08.01_HOG_image_features.ipynb		08.01_HOG_image_features.ipynb
08.02_Gaussian_filter.ipynb		08.02_Gaussian_filter.ipynb
09.01-05_[End-to-End_Example]_Recommender_Take_1.ipynb		09.01-05_[End-to-End_Example]_Recommender_Take_1.ipynb
09.06-14_[End-to-End_Example]_Recommender_Take_2.ipynb		09.06-14_[End-to-End_Example]_Recommender_Take_2.ipynb
LICENSE		LICENSE
README.md		README.md
kmeans_featurizer.py		kmeans_featurizer.py

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