Feature Engineering

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Feature Engineering provided by Kaggle is a comprehensive online course, which lasts for 5 hours worth of material. Feature Engineering is taught by Ryan Holbrook. Upon completion of the course, you can receive an e-certificate from Kaggle. The course is taught in Englishand is Free Certificate. Visit the course page at Kaggle for detailed price information.

Overview
  • Better features make better models. Discover how to get the most out of your data.

    • Learn the steps and principles of creating better features
    • Locate features with the most potential.
    • Transform features with Pandas to suit your model.
    • Untangle complex spatial relationships with cluster labels.
    • Discover new features by analyzing variation.
    • Boost any categorical feature with this powerful technique.
    • Apply what you've learned, and join the House Prices competition!

Syllabus
    • What Is Feature Engineering
    • Mutual Information
    • Creating Features
    • Clustering With K-Means
    • Principal Component Analysis
    • Target Encoding
    • Feature Engineering for House Prices