【转】Artificial Neurons and Single-Layer Neural Networks

原文：written by Sebastian Raschka on March 14, 2015

中文版译文：伯乐在线 - atmanic 翻译，toolate 校稿

• Introduction
• Artificial Neurons and the McCulloch-Pitts Model
• Frank Rosenblatt's Perceptron
  • The Unit Step Function
  • The Perceptron Learning Rule
  • Implementing the Perceptron Rule in Python
  • Problems with Perceptrons
• Adaptive Linear Neurons and the Delta Rule
  • Gradient Descent
  • The Gradient Descent Rule in Action
  • Online Learning via Stochastic Gradient Descent
• What's Next?
• References