Learn AI/ML driven from 18+ years of building real AI systems in production. By Shirin & Shantanu.
Trusted by engineers from
and by engineers and top universities across 170+ countries
17+
Years Combined Experience
330K+
Community
50+
Articles Published
12+
Production AI/ML Projects Serving Millions
If you're tired of toy demos and want to build systems that actually work in production
Level up from notebooks to production systems
Breaking into AI/ML from a traditional engineering background
Understand the full AI/ML stack to lead your team effectively
Anyone who wants to understand how real AI systems work
Real world. Hands on. Zero hype.
Build a production-ready RAG system from scratch. 12 hours of hands-on content and code walkthrough building an arxiv-paper-curator.
Come with an open mind and be prepared to be wowed :-)
This course was exactly what I needed. You are absolutely right about all these courses which build toy projects. I couldn't find anything so close to production-ready.
A well-structured cohort designed for experienced professionals and career switchers. The friendly, cooperative sessions encouraged me to ask questions and receive live answers.
Shantanu and Shirin were excellent facilitators — striking the fine balance between what, why, and how — both for the sessions and real-world applications. The leads are accomplished senior engineers, brilliantly making theory real and hands-on accessible. Highly recommend.
Shantanu/Shirin have good experience in traditional AI/ML world, and have been able to translate their experience towards building a document retrieving based RAG solution for the first cohort. Nice effort and good learning experience.
Learning with Shantanu and Shirin has been a refreshing experience — the structured weekly modules combined with live walkthroughs and Q&A sessions made complex concepts around building and monitoring RAG systems much easier to grasp. The content was practical, well-paced, and truly production-focused.
Come with an open mind and be prepared to be wowed :-)
This course was exactly what I needed. You are absolutely right about all these courses which build toy projects. I couldn't find anything so close to production-ready.
A well-structured cohort designed for experienced professionals and career switchers. The friendly, cooperative sessions encouraged me to ask questions and receive live answers.
Shantanu and Shirin were excellent facilitators — striking the fine balance between what, why, and how — both for the sessions and real-world applications. The leads are accomplished senior engineers, brilliantly making theory real and hands-on accessible. Highly recommend.
Shantanu/Shirin have good experience in traditional AI/ML world, and have been able to translate their experience towards building a document retrieving based RAG solution for the first cohort. Nice effort and good learning experience.
Learning with Shantanu and Shirin has been a refreshing experience — the structured weekly modules combined with live walkthroughs and Q&A sessions made complex concepts around building and monitoring RAG systems much easier to grasp. The content was practical, well-paced, and truly production-focused.
On Our Substack
Trusted by 40,000+ subscribers. Free blogs every week, plus free community calls most Fridays where you can ask us anything.
AI, ML, MLOps — structured paths from zero to production
How real systems are built, not toy demos
LLMs, Agents & RAG pipelines you can actually ship
Study plans, interview prep, and advice from ML practitioners
Free Friday Community Calls
Most Fridays we host live calls — ask questions on any AI/ML topic, get direct answers. Only subscribers get the invite.
We build in public. Explore our code, learn from it, contribute to it.
We're two engineers with 18+ combined years of building, shipping, and leading production AI/ML systems — from Search and Recommendation engines serving millions of users to AI Agents and RAG pipelines powering real business outcomes.
We teach what we practice. No slides-only theory — everything we share comes from systems we've built, broken, and rebuilt in production.
Shirin leads and ships production-grade AI/ML systems — from AI Agents and RAG pipelines to recommendation engines and CLV forecasting — that move real business metrics. Recognized as Germany's Top Female Voice in AI by Favikon, she brings deep hands-on experience building ML solutions at scale across FinTech, media, telecom, and energy.
Shantanu leads cross-functional AI/ML teams building production ML systems at scale. With a decade of experience spanning Search, Recommendations, RAG, NLP, and AI Agents, he specializes in turning complex ML problems into high-impact production systems — and mentoring the engineers who ship them.
In the past year, we've built a growing community of 330,000+ by sharing our experiences and learnings through JAM with AI — real-world production insights, not hype.
"We write the kind of content we wish existed when we were starting out. Our journey and the lessons we continue to learn is something we believe is worth sharing."
Have a question about our courses, interested in corporate training, need AI/ML consultancy, or just want to say hello? We'd love to hear from you.
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