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