🚀 For ML practitioners · 100% free

Go to the AI frontier

Already working in ML? A free, advanced path through recent papers, modern architectures, and production MLOps — curated so you spend time on signal, not search.

Start free — build my path

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

Frontier-level

Recent papers and modern architectures — LLMs, diffusion, transformers — not 101 material.

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

    Modern architectures

    • Transformers in depth
    • Diffusion & generative models
    • Scaling laws & emergent behavior
  2. 2

    Adapt & fine-tune

    • Fine-tuning & PEFT/LoRA
    • RAG & retrieval at scale
    • Evaluation & alignment
  3. 3

    Production MLOps

    • Serving large models
    • Monitoring & drift
    • Cost & reliability at scale

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