---
title: "Learning tracks"
description: "Guided tracks through the curriculum — AI researcher, ML engineer, and more — each a sequenced path of modules with an estimated timeline."
canonical_url: "https://fanout.sh/ai/tracks"
md_url: "https://fanout.sh/ai/tracks.md"
access: "public"
---

# Learning tracks

Guided tracks through the curriculum — AI researcher, ML engineer, and more — each a sequenced path of modules with an estimated timeline.

## Tracks

### AI Researcher

Understand the theory. Read papers. Publish research. For people who want to understand and publish papers. This track takes you from the mathematical foundations through core intuitions, building neural networks from scratch, understanding transformers and reinforcement learning, constructing LLMs, and finally writing and publishing your own research paper.

- Estimated time: 12 weeks
- Modules: math-fundamentals, core-ai-intuitions, neural-network-from-scratch, transformers, reinforcement-learning, llm-from-scratch, write-research-paper

---
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