Sebastian Raschka, 2015

Python Machine Learning - Code Examples

• 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