Sonnet is a neural network library built on top of TensorFlow designed to provide simple, composable abstractions for machine learning research. Sonnet can be used to build neural networks for various purposes, including different types of learning.

Sonnet’s programming model revolves around a single concept: modules. These modules can hold references to parameters, other modules and methods that apply some function on the user input. There are a number of predefined modules that already ship with Sonnet, making it quite powerful and yet simple at the same time. Users are also encouraged to build their own modules.

Sonnet is designed to be extremely unopinionated about your use of modules. It is simple to understand, and offers clear and focused code.

Features

  • Powerful yet simple to understand
  • Self-contained, predefined modules
  • Optimizers
  • Initializers
  • Regularizers
  • Paddings
  • Distribution (Utilities for using Sonnet with TensorFlow Distribution Strategy)
  • Metrics
  • Nets

Project Samples

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License

Apache License V2.0

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Machine Learning Software, Python Neural Network Libraries

Registered

2020-07-02