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