LESSON CATALOG
ALL 272+ LESSONS
Every lesson across all 20 phases. Search, filter by phase or type, and jump straight in.
SHOWING 1–20 OF 303303 TOTAL
| PHASE | LESSON | TYPE | LANG | STATUS |
|---|---|---|---|---|
| 00Setup & Tooling | Dev Environment | BUILD | Python, TypeScript, Rust | OPEN |
| 00Setup & Tooling | Git & Collaboration | LEARN | — | OPEN |
| 00Setup & Tooling | GPU Setup & Cloud | BUILD | Python | OPEN |
| 00Setup & Tooling | APIs & Keys | BUILD | Python, TypeScript | OPEN |
| 00Setup & Tooling | Jupyter Notebooks | BUILD | Python | OPEN |
| 00Setup & Tooling | Python Environments | BUILD | Python | OPEN |
| 00Setup & Tooling | Docker for AI | BUILD | Python | OPEN |
| 00Setup & Tooling | Editor Setup | BUILD | — | OPEN |
| 00Setup & Tooling | Data Management | BUILD | Python | OPEN |
| 00Setup & Tooling | Terminal & Shell | LEARN | — | OPEN |
| 00Setup & Tooling | Linux for AI | LEARN | — | OPEN |
| 00Setup & Tooling | Debugging & Profiling | BUILD | Python | OPEN |
| 01Math Foundations | Linear Algebra Intuition | LEARN | Python, Julia | OPEN |
| 01Math Foundations | Vectors, Matrices & Operations | BUILD | Python, Julia | OPEN |
| 01Math Foundations | Matrix Transformations & Eigenvalues | BUILD | Python, Julia | OPEN |
| 01Math Foundations | Calculus for ML: Derivatives & Gradients | LEARN | Python | OPEN |
| 01Math Foundations | Chain Rule & Automatic Differentiation | BUILD | Python | OPEN |
| 01Math Foundations | Probability & Distributions | LEARN | Python | OPEN |
| 01Math Foundations | Bayes' Theorem & Statistical Thinking | BUILD | Python | OPEN |
| 01Math Foundations | Optimization: Gradient Descent Family | BUILD | Python | OPEN |
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