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