These mathematics topics are must known for ML:-
➡️Matrices, Matrix Operations
➡️Eigenvalues, Eigenvectors
➡️Differentiation
➡️Optimization (Gradient Descent)
➡️Probability Distributions
➡️Descriptive Statistics (Mean,Variance, etc)
➡️Bayes' Theorem
➡️Least Squares Method