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jamwithai

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## Build Production AI/ML Systems That Actually Ship.

*Real world. Hands on. Zero hype.*

[![Newsletter](https://img.shields.io/badge/Newsletter-jamwithai-orange?style=flat&logo=substack)](https://jamwithai.substack.com)
[![Website](https://img.shields.io/badge/Website-jamwithai.dev-blue?style=flat&logo=google-chrome&logoColor=white)](https://jamwithai.dev)
[![YouTube](https://img.shields.io/badge/YouTube-jam--with--ai-red?style=flat&logo=youtube)](https://www.youtube.com/@jam-with-ai)
[![LinkedIn](https://img.shields.io/badge/LinkedIn-jamwithai-0A66C2?style=flat&logo=linkedin)](https://linkedin.com/company/jamwithai)

**330K+ community** · **40K+ subscribers** · **50+ articles** · **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](https://github.com/jamwithai/production-agentic-rag-course) — Production-grade agentic RAG with Airflow, LangGraph, vector search, monitoring & more | ⭐ 8.1k+ |
| [beginner-local-rag-system](https://github.com/jamwithai/beginner-local-rag-system) — Beginner-friendly local RAG system for getting started with retrieval-augmented generation | ⭐ 500+ |

We build in public. Explore our code, learn from it, contribute to it.

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### Who We Are

**Shirin Khosravi Jam** — Sr. Data Scientist & AI Engineer · 8+ years in production AI/ML · AI Agents, RAG, RecSys, Data Science, Customer Analytics, Marketing Modeling, Reinforcement Learning, MLOps · [LinkedIn](https://www.linkedin.com/in/shirin-khosravi-jam/)

**Shantanu Ladhwe** — Head of AI/ML · 10+ years building & leading AI/ML teams · Search, RecSys, RAG, AI Agents, MLOps · [LinkedIn](https://www.linkedin.com/in/shantanuladhwe/)

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### Learn With Us

- **Newsletter** — 40,000+ engineers get free weekly production AI/ML content: [jamwithai.substack.com](https://jamwithai.substack.com)
- **Website** — Courses, roadmaps, and deep dives: [jamwithai.dev](https://jamwithai.dev)
- **YouTube** — Video walkthroughs and system breakdowns: [@jam-with-ai](https://www.youtube.com/@jam-with-ai)
- **LinkedIn** — Daily insights: [jamwithai](https://linkedin.com/company/jamwithai)

Trusted by engineers from **Uber**, **Airbnb**, **Meta**, **Microsoft**, **Amazon**, **Shopify**, **Reddit**, **Apple**.

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> *"No slides-only theory. No bed-time stories. Just hands-on, production-grade AI/ML."*

Made in Germany 🇩🇪

jamwithai

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