I know I shouldn’t be shocked by how arrogant the connectionist got with their (arguably unexpected) success, but I can’t help it! They legit act like “AI” is a new phenomenon, which is especially funny for someone like Ng, who’s been an AI celebrity for at least a decade. No hate—his course was my first intro to real ML & AI, like I’m sure it was for many of us. Just a teeny bit of righteous condescension, I guess.
For anyone interested in this kind of stuff, this would be the super-popular first stop: Marvin Minsky’s Society of Mind
https://en.wikipedia.org/wiki/Society_of_Mind
https://courses.media.mit.edu/2016spring/mass63/wp-content/u...
https://ocw.mit.edu/courses/6-1200j-mathematics-for-computer...
Lecture notes:
https://ocw.mit.edu/courses/6-1200j-mathematics-for-computer...
There are a few unusual parts, like the last lecture ("Large Deviations"). I'm not familiar with the entire course, but IMO the lecture on state machines is very good; it discusses invariants and uses an approchable example (the 15-puzzle).
Text (last revised 2018): https://courses.csail.mit.edu/6.042/spring18/mcs.pdf
If you have never looked at it, the problems there are very nice. For example, instead of some dry boolean logic problem about A and Not(B), you have Problem 3.17 on page 81, which begins: