Python: Real World Machine Learning

Chapter 5. Deep Learning with TensorFlow

In this chapter, we will focus on TensorFlow and cover the following topics:

• Basic TensorFlow operations
• Machine learning from scratch with TensorFlow—regression, SGD classifier, and neural network
• Deep learning with SkFlow
• Incremental deep learning with large files
• Convolutional Neural Networks with Keras

The TensorFlow framework was introduced at the time of writing this book and already has proven to be a great addition to the machine learning landscape.

TensorFlow was started by the Google Brain Team consisting of most of the researchers that worked on important developments in deep learning in the recent decade (Geoffrey Hinton, Samy Bengio, and others). It is basically a next-generation development of an ...