Ensemble Machine Learning in Python: Random Forest, AdaBoost

Coupon Details

Ensemble Machine Learning in Python: Random Forest, AdaBoost, Ensemble Methods: Boosting, Bagging, Boostrap, and Statistical Machine Learning for Data Science in Python

Created by Lazy Programmer Inc.

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What you'll learn

• Understand and derive the bias-variance decomposition
• Understand the bootstrap method and its application to bagging
• Understand why bagging improves classification and regression performance
• Understand and implement Random Forest
• Understand and implement AdaBoost

Requirements

• Differential calculus
• Numpy, Matplotlib, Sci-Kit Learn
• K-Nearest Neighbors, Decision Trees
• Probability and Statistics (undergraduate level)
• Linear Regression, Logistic Regresion

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