feature-engineering-book

(★ 1,493)

Code repo for the book "Feature Engineering for Machine Learning," by Alice Zheng and Amanda Casari, O'Reilly 2018

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