This podcast series is an excellent overview of machine learning.
Nature vs Nurture
Deterministic vs probabilistic view of reality
environments are not intrinsically probabilistic or non probabilistic
goal is to determine probability weights of events
Bayesian priors (dog genetic wiring example)
Maximum likelihood estimation probabilistic law that makes observed data most likely
Math estimation problem