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Kaggle - House Prices: Advanced Regression Techniques

This is a kaggle kernel I wrote for House Prices competition. For your convenience, please view it in kaggle or NbViewer

image

Content:

  1. Exploratory Visualization
  2. Data Cleaning
  3. Feature Engineering
    3.1 Value Mapping
    3.2 Pipeline
    3.3 Feature Selection
    3.4 PCA
  4. Modeling & Evaluation
  5. Ensemble Methods
    5.1 Weight Average
    5.2 Stacking