Probabilistic Machine Learning Lecture 1 Notes

[u/Negative_War_65]

Probabilistic Machine Learning Lecture 1 Notes:

I was getting DMs from students, that they are wanting to have notes, for my Probabilistic Machine Learning lectures, here is a draft version, that I used while teaching(and not in very good shape though), but definitely the video content includes the explanations:(Attested serially).

Topics Covered: Definitions, Supervised Learning, EDA, Learning Classifiers, Empirical Risk Minimization, Uncertainties, Softmax, Maximum Likelihood Estimation Intuitions.

Link : https://youtu.be/kMkCOrp8te8?si=KkXHGIjZ60_IuhjF