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Zine: ML Basics - Binary Classification

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This zine covers mathematical derivations for the following:

  • Binary classification using a neuron
  • Non-linear classification with a Multilayer Perceptron
  • Effect of adding layers to a Multilayer Perceptron.

It's intended to be a compilation of summary notes on these topics, especially as reference material for backpropagation in fully connected neural networks. Companion posts — which include code and demos — can be found here.