I’ve liked Karpathy’s course [1]. Curious to hear a comparison—I’m concerned about corrupt motives with today’s Google.
The way Andrej explains things is brilliant - he'll write some code to visualize the data, then point out something that looks anomalous, suggest a possible cause, then write code to fix the problem, and then after it's all implemented say "oh by the way that function we just wrote is also a standard pytorch API". And you wind up understanding the API in a way you never would have if he'd started by introducing the API and then explaining what problem it solves.
The final video (on ChatGPT) skips ahead a fair bit, but is still a great explanation of how attention works. Incidentally I don't know any python but I had no trouble following along.