Bashi Smith

Learning ML to upgrade into an Ai Engineering role is way easier than you think… if you’re learning from the right people. First, Andrej Karpathy’s “Neural Networks: Zero to Hero.” If you actually want to understand ML at a deep level, this is the one. He doesn’t just show you what to do, he shows you why it works. You go from basics to building something real. Then Sebastian Rashcka’s Intro to Machine Learning and Statistical Patterns. These are older, but don’t let that fool you. This is foundational knowledge most people skip, and it’s the reason they stay confused. Next, Sentdex. Super practical. You’ll start building immediately and figure things out as you go. Perfect if you hate overthinking and just want to get your hands dirty. And for the math, 3Blue1Brown. The way he visualizes concepts gives you real intuition so you can think like a real Ai engineer, without needing a PHD All of these are free. No excuses. Link in bio for the links to the playlists #aiengineer #machinelearning