I was projecting as classes, taken across 2 to 3 semesters.

You can gloss the basics pretty quickly from things like Kahn academy and other sources.

Knowing Linalg doesn't guarantee understanding modern ML, but if you then go read seminal papers like Attention is All You Need you have a baseline to dig deeper.