21-day longest streak
Build Production AI/ML Systems That Actually Ship. Real world. Hands on. Zero hype. 330K+ community Β· 40K+ subscribers Β· 50+ articles Β· 170+ countries --- The Philosophy You don't needβ¦
Build Production AI/ML Systems That Actually Ship.
*Real world. Hands on. Zero hype.*




330K+ community Β· 40K+ subscribers Β· 50+ articles Β· 170+ countries
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The Philosophy
You don't need 10 different projects on your portfolio. You need one deep project that proves you can design, build, and ship a production-grade AI system end-to-end.
That's exactly what we teach. Every repo here is a free, open-source, production-grade project you can learn from, fork, and build on top of.
No toy demos. No notebook-only tutorials. Real systems with real architectures.
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Open Source
| Repository | Stars | Forks |
|---|---|---|
| production-agentic-rag-course β Production-grade agentic RAG with Airflow, LangGraph, vector search, monitoring & more | β 5.6k+ |
| beginner-local-rag-system β Beginner-friendly local RAG system for getting started with retrieval-augmented generation | β 300+ |
We build in public. Explore our code, learn from it, contribute to it.
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Who We Are
Shirin Khosravi Jam β Sr. Data Scientist & AI Engineer Β· 8+ years in production AI/ML Β· AI Agents, RAG, RecSys, Data Science, Customer Analytics, Marketing Modeling, Reinforcement Learning, MLOps Β· LinkedIn
Shantanu Ladhwe β Head of AI/ML Β· 10+ years building & leading AI/ML teams Β· Search, RecSys, RAG, AI Agents, MLOps Β· LinkedIn
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Learn With Us
- Newsletter β 40,000+ engineers get free weekly production AI/ML content: jamwithai.substack.com
- Website β Courses, roadmaps, and deep dives: jamwithai.dev
- YouTube β Video walkthroughs and system breakdowns: @jam-with-ai
- LinkedIn β Daily insights: jamwithai
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> *"No slides-only theory. No bed-time stories. Just hands-on, production-grade AI/ML."*
Made in Germany π©πͺ
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