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Feature Engineering

via Kaggle

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

Taught by

Ryan Holbrook

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