How to Learn about Machine Learning Model Stacking

Sole from Train in Data

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Jun 18, 2019

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Online Resources to Learn About Machine Learning Model Stacking

For Beginners

• TOP CHOICE: Kaggle ensembling guide blog
• Kaggle Homsite Quote Conversion, 1st place
• Kaggle Homsite Quote Conversion, 2nd place
• Otto Product Classification, 2nd place
• Otto Product Classification, 1st place

White and Scientific Articles on Machine Learning Model Ensembling

Advanced

• Stacked Generalization, DH Wolpert, Neural Networks, 1992
• Bagging Predictors and Stacked Regression, 2 scientific articles by Leo Breiman
• Feature-Weighted linear scaling
• Combining predictors for accurate recommender systems
• The BigChaos solution to the Netflix Grand Prize
• Computer Vision for Head Pose Estimation: Review of a competition
• Ensemble Selection from Libraries of Models
• The Sum is Greater than the Parts: Ensembling Models of Student Knowledge in Educational Software

Overview of Recommended…