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Python for Machine Learning

  • Welcome to Python for Machine Learning

Introduction

  • Introduction
    • Supervised Learning
    • Unsupervised Learning
    • Optimization

Supervised Learning

  • Introduction
    • regression
    • classification
  • Regression Models
    • regression
    • classification
  • Classification Models
  • Model Evaluation
    • Metrics
    • Overfitting
    • Validation
    • Cross Validation
  • Hyperparameter Tuning
    • Grid Search
    • Random Search
    • Automatic Tuning
  • Ensemble Models
    • XGBoost
    • LightGBM
    • Blending
    • Stacking

Appendix

  • Glossary
  • About the Author
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By Robbie Beane
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