machine-learning-class

Also see artificial-intelligence-class

Machine Learning General

The following books are selected from free-programming-books

• [HTTP] A Course in Machine Learning (PDF)
• [HTTP] A Brief Introduction to Neural Networks
• [HTTP] Bayesian Reasoning and Machine Learning

Perceptron

• Single-layer Neural Networks (Perceptrons)

• Single-Layer Neural Networks and Gradient Descent

• [HTTP] Computing and the Brain

  • [HTTP] Lecture 2: Single Layer Perceptrons (PDF)

• [HTTP] Introduction to Engineering Computation

  • [HTTP] Single-layer Perceptron (PDF)

• YouTube

  • 10: Neural Networks - The Nature of Code by The Coding Train

• Wikipedia

  • Feedforward neural network - Wikipedia
  • Perceptron - Wikipedia

Multilayer Neural Networks

• Multilayer perceptron - Wikipedia
• Backpropagation - Wikipedia
• Gradient descent - Wikipedia
• Deep learning - Wikipedia

A Neural Network Playground

http://playground.tensorflow.org

Run it locally

1. Download playground

$ git clone https://github.com/tensorflow/playground.git
$ cd playground
$ git checkout tensor

2. Download material icon fonts and extract it into dist directory

3. Replace

dist/index.html line 40

  <link href="https://fonts.googleapis.com/css?family=Roboto:300,400,500|Material+Icons" rel="stylesheet" type="text/css">

with

  <link href="fonts.css" rel="stylesheet" type="text/css">

4. Remove dist/index.html line 399-408 (Google analytics) or the browser keeps loading some time

5. Open dist/index.html in your browser