my apologies it wasn't up to your standards. In fairness to me, that line is exactly what my effort was. I wasn't trying to "learn ML" I am trying to build a mental model that let's me decompose real problem into ML primitives.

It's unclear to me if you think the resource has no value or if it bother you that I wrote it using a coding agent.

I wrote the syllabus and worked through each section. Where my understanding was weak I explored the space, pulled in research, referred the model to other sources, and just generally tried to ground the topic in something I understood.

What resulted was something that helped a lot of subjects click together for me. Especially when to reach for a particular activation function and the section on gating.

This enter survey was motivated by an ML expirent I ran with assosicative memories that just failed horribly. So rather than post mortem that I set about understanding why it failed.

Anyhow, thank you for the feedback. I submitted this in good faith that it may help others.