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Module 0: Lorem Ipsum

1. Software Setup

2. Linear Classification

   parameteric approach, bias trick, hinge loss, cross-entropy loss, L2 regularization, web demo

Module 1: Dolor Sit Amet

1. Software Setup

2. Backpropagation, Intuitions

   chain rule interpretation, real-valued circuits, patterns in gradient flow

3. Optimization: Stochastic Gradient Descent

   optimization landscapes, local search, learning rate, analytic/numerical gradient

Module 2: Sed Do Eiusmod Tempor

1. Linear Classification

   parameteric approach, bias trick, hinge loss, cross-entropy loss, L2 regularization, web demo

2. Linear Classification

   parameteric approach, bias trick, hinge loss, cross-entropy loss, L2 regularization, web demo

3. Linear Classification

   parameteric approach, bias trick, hinge loss, cross-entropy loss, L2 regularization, web demo