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Sebastian Raschka, 2015

Python Machine Learning - Code Examples

Chapter 13 - Parallelizing Neural Network Training with Theano

  • Building, compiling, and running expressions with Theano
    • What is Theano?
    • First steps with Theano
    • Configuring Theano
    • Working with array structures
    • Wrapping things up – a linear regression example
  • Choosing activation functions for feedforward neural networks
    • Logistic function recap
    • Estimating probabilities in multi-class classification via the softmax function
    • Broadening the output spectrum by using a hyperbolic tangent
  • Training neural networks efficiently using Keras
  • Summary