https://piazza.com/ucsd/fall2023/151a/resources

syllabus

Classification, Distance Functions

Likelihood, MLE, MAP

Regression, Logistic Regression, Regularization

Multiclass Classification

Optimization

Support Vector Machines

Kernel Machines

Decision Trees & Ensemble

Neural Nets, Generalization

Bias, Variance, Evaluation