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Overview

Multilayer perceptrons

Pages

Multilayer perceptrons Three ways to write a network, one and two inputs
Regression with MLPs Constructing networks, relu neurons and splines, many inputs, the weather data, a network for the mean and the spread
Classification with MLPs From regression to classification, MNIST
Exercises

Goals

The goal of this week is to

  1. understand how neurons and neural networks can be written in code,
  2. learn how to run regression with neural networks, and
  3. learn how to run classification with neural networks.