Machine Learning

ML System Design

Stefan's general ML design on escalidraw Stefan's recommendation system notes

Coding

write from scratch basic ml models, linear regression etc

numpy tricks, vectorization

Math

  • PCA, SVM, Matrix diagonalization
  • Loss functions
  • Linear regression