massquantity/Kaggle-HousePrices
Kaggle Kernel for House Prices competition https://www.kaggle.com/massquantity/all-you-need-is-pca-lb-0-11421-top-4
Applies PCA for dimensionality reduction and feature selection on engineered housing attributes, then combines multiple regression models through weighted averaging and stacking ensembles. The workflow includes systematic data cleaning, categorical value mapping via preprocessing pipelines, and exploratory visualization to identify predictive patterns. Achieves top-4 leaderboard performance by integrating base learners into a stacked meta-learner for robust price predictions.
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Sep 22, 2018
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