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Machine Learning Basics

  • Deep Learning; basic architectures (MLP, RNN, LSTM, GRU, ResNet), regularizers, and normalization
  • Machine Learning; tree based (Decision Trees, Random Forest, GBM), bayesian techniques, linear families, and kernel methods

Table of Contents