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Machine Learning with Python
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Preface and Setup
ML Thinking and Problem Types
Data Preparation for Machine Learning
Regression Models
Classification Models
Model Evaluation
Overfitting and Regularization
Feature Importance and Interpretation
Where This Workflow Goes Next
Appendix: Troubleshooting and Extra Notes
References
Machine Learning with Python
A Structured Workflow for Predictive Modeling
Free Guide · Updated Feb 2026
Preface and Setup
