🗺️ Machine Learning Foundations

Serious free route into AI/ML — Python, maths, the Andrew Ng specialization and Harvard's CS50AI.

🎯 Students & devs targeting AI careers ⏱️ ~24 weeks at 1 hr/day 7 steps · all free
1
Python ↗ 📊 Kaggle Learn · Tech · Beginner · ~5h · 📜 cert 💡 Tooling first.
2
Statistics and Probability ↗ ♾️ Khan Academy · Academic · Intermediate · ~45h 💡 The maths you can't skip.
3
18.06 Linear Algebra ↗ 🏗️ MIT OpenCourseWare · Academic · Intermediate · ~90h 💡 Strang's lectures — the ML substrate.
4
Intro to Machine Learning ↗ 📊 Kaggle Learn · Tech · Beginner · ~4h · 📜 cert 💡 First models this week.
5
Machine Learning Specialization (Andrew Ng) ↗ 🎓 Coursera · Tech · Beginner · ~60h · 📜 cert 💡 The credential-quality core.
6
CS50AI: Introduction to Artificial Intelligence with Python ↗ 🟺 Harvard CS50 · Tech · Advanced · ~100h · 📜 cert 💡 Build real AI systems.
7
Machine Learning Foundations ↗ ☁️ AWS Skill Builder · Tech · Intermediate · ~20h 💡 How cloud AI services work.
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