Affordable AI and machine learning courses with certifications can definitely be useful… but only if you’re a bit selective about which ones you go for. Not all of them are created equal. A solid course gives you some structure, helps you stay on track, and usually includes a few hands-on projects which, honestly, is where most of the real learning happens.
What they actually care about is what you’ve built. Can you solve problems? Have you worked on real datasets? Can you explain your approach without getting stuck halfway? That kind of stuff sticks. A project you struggled through and learned from is way more convincing than a polished certificate.
That’s also why a lot of beginners gravitate toward guided programs something like H2K Infosys, for instance. They’re usually more focused on practical skills and job readiness, not just theory slides. And when you’re starting out, that bit of direction can really help (it did for me, at least in a similar setup).