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The Machine Learning Roadmap

A step-by-step path from Python basics to real ML projects.

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At a glance

Exercises
9 stages · 4 portfolio projects · 12-week plan
Level
Beginner-friendly
Format
PDF

About this guide

A step-by-step path from Python fundamentals to real-world ML projects: what to learn first, how much math you need, which algorithms matter, how to evaluate models honestly and how to deploy one.

Every stage ends with a practice task and a readiness checkpoint.

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