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<p align="center">
<a href="LICENSE"><img src="https://img.shields.io/badge/license-MIT-1a1a1a?style=flat-square&labelColor=fafaf5" alt="MIT License"></a>
<a href="ROADMAP.md"><img src="https://img.shields.io/badge/lessons-485-3553ff?style=flat-square&labelColor=fafaf5" alt="485 lessons"></a>
<a href="ROADMAP.md"><img src="https://img.shields.io/badge/lessons-491-3553ff?style=flat-square&labelColor=fafaf5" alt="491 lessons"></a>
<a href="#contents"><img src="https://img.shields.io/badge/phases-20-3553ff?style=flat-square&labelColor=fafaf5" alt="20 phases"></a>
<a href="https://github.com/rohitg00/ai-engineering-from-scratch/stargazers"><img src="https://img.shields.io/github/stars/rohitg00/ai-engineering-from-scratch?style=flat-square&labelColor=fafaf5&color=3553ff" alt="GitHub stars"></a>
<a href="https://aiengineeringfromscratch.com"><img src="https://img.shields.io/badge/web-aiengineeringfromscratch.com-3553ff?style=flat-square&labelColor=fafaf5" alt="Website"></a>
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> **84% of students already use AI tools. Only 18% feel prepared to use them
> professionally.** This curriculum closes that gap.
>
> 485 lessons. 20 phases. ~320 hours. Python, TypeScript, Rust, Julia. Every lesson ships
> 491 lessons. 20 phases. ~320 hours. Python, TypeScript, Rust, Julia. Every lesson ships
> a reusable artifact: a prompt, a skill, an agent, an MCP server. Free, open source, MIT.
>
> You don't just learn AI. You build it. End-to-end. By hand.
@@ -29,7 +29,7 @@ flashy agent demo somewhere else. The pieces rarely line up. You ship a chatbot
explain its loss curve. You hook a function to an agent but can't say what attention does
inside the model that's calling it.
This curriculum is the spine. 20 phases, 485 lessons, four languages: Python, TypeScript,
This curriculum is the spine. 20 phases, 491 lessons, four languages: Python, TypeScript,
Rust, Julia. Linear algebra at one end, autonomous swarms at the other. Every algorithm
gets built from raw math first. Backprop. Tokenizer. Attention. Agent loop. By the time
PyTorch shows up, you already know what it's doing under the hood.
@@ -173,7 +173,7 @@ Other curricula end with *"congratulations, you learned X."* Each lesson here en
</table>
> Install the lot with `python3 scripts/install_skills.py`. Real tools, not homework.
> By the end of the curriculum, you have a portfolio of 485 artifacts you actually
> By the end of the curriculum, you have a portfolio of 491 artifacts you actually
> understand because you built them.
### FIG_002 · A worked sample
@@ -1105,7 +1105,7 @@ relative links inside lesson docs.
## Sponsor the work
Free, MIT-licensed, 485 lessons. The curriculum is maintained on sponsorship alone. Cash only.
Free, MIT-licensed, 491 lessons. The curriculum is maintained on sponsorship alone. Cash only.
**Reach (verified 2026-05-14):** 55,593 monthly visitors · 90,709 page views · 7.5K stars ·
Twitter/X is the #1 acquisition channel.