Feature Engineering
Offered By: Kaggle
Course Description
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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