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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