Ensemble Machine Learning in Python: Random Forest, AdaBoost
Ditulis pada: February 08, 2024
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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