---
title: "Fanout AI research course and roadmap"
description: "A structured path to AI research: 12 modules, 108 lessons, papers, and community — from math fundamentals to transformers, RLHF, and MLOps."
canonical_url: "https://fanout.sh/ai"
md_url: "https://fanout.sh/ai.md"
access: "public"
---

# Fanout AI research course and roadmap

A structured path to AI research: 12 modules, 108 lessons, papers, and community — from math fundamentals to transformers, RLHF, and MLOps.

---
This representation contains public Fanout content only. Protected Pro lessons, account data, billing, checkout, and pricing are not included.

Browse the public content map: https://fanout.sh/sitemap.md