Heyyyy there! Welcome to JAM with AI

We’re Shirin and Shantanu, two engineers who’ve spent the last 15+ years (combined) building real-world ML systems - across startups, MNCs, and everything in between.

We’ve seen our fair share of ups and downs in the world of Data Science and Machine Learning, and that’s what makes our story so relatable.

We’ve delivered successful real-world Data Science, Machine Learning, and MLOps projects that made a real impact on business KPIs.

Our journey so far!!! and the lessons we continue to learn, is something we believe is worth sharing. This is where we want to inspire people!

This blog is our way of giving back. We hope to inspire you by sharing our journey, insights, and tips to help you on your own path.

Here’s what you can expect from us:

Data Science & Machine Learning (with a focus on statistics and math)
Information Retrieval (like recommendations, search, and RAG)
MLOps
NLP & LLM
AI Agents
Leadership & Mentorship (including study guides and career tips)

Whether you’re just starting out or looking to grow in this exciting field, we’re here to help. Let’s learn and grow together!

🎓 What You’ll Find Here

This blog isn’t theory for theory’s sake. We’re builders first and JAM with AI is about sharing what helps you actually build.

✅ Step-by-step roadmaps (AI, ML, MLOps)

✅ Breakdowns of production-grade systems

✅ Hands-on guides for LLMs, Agents & RAG pipelines

✅ Career growth advice, study plans, and interviews with ML practitioners

Whether you’re an aspiring ML engineer, a Data Scientist trying to break into LLMs, or just someone curious about how modern AI systems are really built - we’ve got you covered.

Who are we - more details!

Our Real-world projects portfolio

Why subscribe?

If you’re into data science, machine learning, LLMs, MLOps or AI Agent, or even if you’re curious about breaking into these fields, you’re in the right place.

Our mission is to make AI, ML, and MLOps understandable, practical, and real.

No fluff. No unnecessary hype. Just insights you can act on.

We write the kind of blog we wish existed when we were starting out.

Join us as we regularly share real-world insights and practical advice to help you navigate the world of Data Science, Machine Learning, AI and MLOps.

Subscribe to Jam with AI

Your go-to source for real-world production insights and career advice on Data Science, Machine Learning, AI, and MLOps Systems. 🚀 -> Brought to you by two practitioners with 15+ years of combined experience building real-world AI/ML system at scale.

People

Shirin Khosravi Jam

@shirinkjam

Experienced Senior Data Scientist with over 6 years of expertise in Data Science, Machine Learning, MLOps, and big data technologies. Specializing in FinTech, Marketing, Recommendation Systems, and Customer Analytics.

Shantanu Ladhwe

@shantanuladhwe

ML Engineering lead with 9+ years experience in Machine Learning and MLOps across various domains including information retrieval (Search, Recommendations, RAG-systems & ChatBots), Marketing, NLP, and Customer Analytics.