💻 For developers · 100% free

AI for developers and engineers

Move from app developer to AI builder. A free, applied path through the Python libraries, APIs, and deployment patterns that matter — skipping the basics you already know.

Start free — build my path

Takes about 60 seconds. No credit card. Already a member? Start this path →

Applied, not academic

Libraries, APIs, RAG, and deployment — the parts you'll actually ship.

Every link is real & free

Vetted free courses and tutorials from sources like DeepLearning.AI, Google, Microsoft, and Coursera — checked for dead links, no paywalls.

A path, not a pile

A short, sequenced plan tailored to your time and goals — so you actually finish, not just bookmark.

What your path looks like

  1. 1

    Foundations for builders

    • ML concepts for engineers
    • Python AI stack (NumPy → PyTorch)
    • Working with pretrained models
  2. 2

    Build with LLMs

    • LLM APIs & prompting in code
    • Embeddings & RAG
    • Evaluating model output
  3. 3

    Ship it

    • Serving & deploying models
    • Cost, latency & guardrails
    • MLOps basics

Your real path is personalized to your time, goals, and preferred way to learn.