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  • Rank 242,095 (Top 5 %)
  • Language
    Jupyter Notebook
  • Created over 6 years ago
  • Updated about 6 years ago

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Repository Details

Kaggle Kernel for House Prices competition https://www.kaggle.com/massquantity/all-you-need-is-pca-lb-0-11421-top-4

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