Why Building AI Projects Beats Theory Every Time (GenAI Masterclass at NIAT SGU)

I just finished the GenAI masterclass at NIAT Sanjay Ghodawat University, and honestly, it flipped how I think about learning AI. The big thing I took away: theory without building means nothing. The program actually forces you to create real projects instead of just watching videos or reading papers.

Building Instead of Just Learning

The moment everything clicked was when we started the Text Embeddings project. Not talking about it in class--actually building it. You sit down, you write code, you see embeddings work in real time. That's when "AI system retrieves information" stops being a sentence in a textbook and becomes something you understand in your hands.

The difference is wild. In lectures, someone explains how embeddings work. In a project, you build one, you break it, you fix it, and suddenly you know exactly what's happening under the hood.

Real Conversations with Industry People

The other thing that actually mattered was sitting with industry professionals who actually use this stuff. They didn't talk about AI in theory. They talked about real systems they built, real problems they solved, real trade-offs they made.

That gap between "how AI works in a paper" and "how AI actually gets built in a company"--those conversations closed it. You realize concepts you learned six weeks ago aren't abstract anymore. They're tools people use every day.

What Actually Sticks

• Building projects makes concepts stick way faster than lectures ever could
• Talking to people doing the work bridges the gap between what you learn and what's actually real
• Confidence with new tech comes from using it, not reading about it

I came in thinking I'd learn frameworks and algorithms. I left understanding how AI actually gets applied. The program taught me that learning by doing isn't just better--it's the only way that actually works. If you're thinking about doing the masterclass, go in ready to build. That's where the real learning happens.

That's my honest take. The masterclass isn't perfect, but the approach--projects over theory, real professionals over slides--that's solid.