Appendix

• I2ML :: Basics

• I2ML :: Evaluation & Tuning

• TensorFlow & PyTorch :: Introduction

• TensorFlow & PyTorch :: Data Manipulation, Linear Algebra, Automatic Differentiation, Probability

• TensorFlow & PyTorch :: Linear Regression

• TensorFlow & PyTorch :: MLP & Activation Functions

• TensorFlow & PyTorch :: FCN & CNN

• TensorFlow & PyTorch :: Batch Normalization

• TensorFlow & PyTorch :: Modern CNN

• TensorFlow & PyTorch :: Implementation of RNNs from Scratch

• TensorFlow & PyTorch :: Modern RNNs

Errata in the slides shown in the videos