“I want to actually be able to derive this, not just follow along — where do I go?”
Every resource here is linked to a specific in-course gap — nothing is included just because it’s popular. Open from here, close whenever, and come back to the main course at any point.
The clearest visual intuition for what a vector actually is, before Similarity and the Dot Product formalises it.
Practice problems if you want to compute dot products by hand until they're automatic.
Visual walkthroughs of weighted sums, gradient descent and backpropagation, in the same spirit as this course.
A fully worked numerical example of gradient descent, for anyone who wants the arithmetic spelled out completely.
The deepest freely available visual treatment of the scaled dot-product attention equation.
A structured, practitioner-oriented course covering the same core mechanics this curriculum introduces conceptually.
Not applicable — self-directed; entry and exit are your own choice.