Sebastian Raschka, 2015

Python Machine Learning - Code Examples

Chapter 2 - Training Machine Learning Algorithms for Classification

• Artificial neurons - a brief glimpse into the early history
• of machine learning
• Implementing a perceptron learning algorithm in Python
  • Training a perceptron model on the Iris dataset
• Adaptive linear neurons and the convergence of learning
  • Minimizing cost functions with gradient descent
  • Implementing an Adaptive Linear Neuron in Python
  • Large scale machine learning and stochastic gradient descent
• Summary