Searchable, leveled learning map of AI/ML tools — each with a Read link + the code, sorted by concept depth (Level 0→4). - maneesh-kumar-thakur/self-serve-learnings-4-all
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Hey Product Hunt 👋 team and all readers,
Every time I dug into a new corner of AI/ML, I hit the same wall: tool "lists"
that are either a 500-link dump or an SEO listicle. None told me where to start,
or how deep a tool actually goes.
So I built the map I wish I'd had: ~150 LLM & generative-AI tools sorted by
CONCEPT DEPTH — from Level 0 (use ChatGPT, zero theory) to Level 4 (distributed
training, GPU kernels).
Two things make it different:
🎯 Leveled, not dumped — you instantly know if something's a weekend toy or a
research-grade framework.
📖 Two links per tool — one approachable article to UNDERSTAND it, one to the
CODE. No AI-generated fluff: the links are researched, verified, and
auto-checked weekly so they don't rot.
It's a single fast page — search, autocomplete, level + category filters — with
no signup, no tracking, no ads.
And it's 100% open source (CC0 / public domain) 🛠️ — the entire catalog is one
data file on GitHub. Fork it, fix a level, add a tool, or lift the whole thing
for your own project. PRs welcome.
Classical ML, computer vision, and MLOps are next.
👉 Try it: https://maneesh-kumar-thakur.git...
⭐ Code: https://github.com/maneesh-kumar...
Feedback I'd love: what tool am I missing, and where would you move something up
or down a level?
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Love how clean this feels - the level system is super smart for not overwhelming beginners. One idea: add a "track my progress" option so people can check off what they've actually worked through and see a visual path of where they are. Would make it feel more like a personal learning journey and less just a reference list.
Love how clean this feels - the level system is super smart for not overwhelming beginners. One idea: add a "track my progress" option so people can check off what they've actually worked through and see a visual path of where they are. Would make it feel more like a personal learning journey and less just a reference list.