What are the most important concepts that I need to know for ML? Possible courses are below:
Algebra & Calculus II
Algebra & Calculus III
Bayesian Stats
Probability
Multivariate stats analysis
Stochastic processes
Time series
Statistical inference

To what extent should I know and be familiar with linear algebra?