Applied-Machine-Learning AML ML AI Statistics Linear & logistic regression Model evaluation (eg. overfitting) Decision trees & information theory k-nearest neighbors Naive Bayes Support vector machines Neural networks K-means Gaussian mixtures Expectation-maximization algorithm Singular value decomposition Latent Dirichlet allocation Linear Algebra Probability Statistics Calculus