Ensemble Machine Learning in Python: Random Forest, AdaBoost

Ensemble Machine Learning in Python: Random Forest, AdaBoost

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Ensemble Machine Learning in Python: Random Forest, AdaBoost

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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