/generic-models-tf

This library serves as a middleware that provides unified and easy-to-use interfaces of different machine learning models in Tensorflow.

Primary LanguagePythonMIT LicenseMIT

Generic Models for Tensorflow

This library serves as a middleware that provides unified and easy-to-use interfaces of different machine learning models, and allows users to define and connect different components in a modularized manner.

Supported Models

This library currently supports the following models.

  • Fully-connected Neural Networks (FCNN)
  • Convolutional Neural Networks (CNN)
  • Recurrent Neural Networks (RNN)
    • Naive Recurrent Neural Networks (RNNs)
    • Long Short-Term Memories (LSTMs)
    • Gated Recurrent Units (GRUs)

It also includes some predefined activation functions.

  • Linear Activation Functions (linear)
  • Sigmoids (sigmoid)
  • Rectified Linear Units (relu)
  • Hyperbolic Tangent Functions (tanh)

Copyright

Information about the author and the copyright is listed in the following.

Copyright (C) 2019, Dicong Qiu.

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.