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awesome-keras

Just a few keras-things I found useful.

Modeling Tools/Utilities

  1. https://github.com/joeddav/devol
  2. https://github.com/maxpumperla/hyperas
  3. https://github.com/keras-team/keras-contrib
  4. Accelerating Deep Learning with Multiprocess Image Augmentation in Keras (accompanying blog post)
  5. ml-tools: Tools for common machine learning tasks using Tensorflow and Keras
  6. https://github.com/kuza55/keras-extras
  7. keras-multi-gpu: Multi-GPU data-parallel training in Keras
  8. keras_callbacks_example: Keras Callback Examples

Implementation (from Scratch)/Pre-trained Models

  1. https://github.com/raghakot/keras-resnet
  2. https://github.com/XifengGuo/CapsNet-Keras
  3. https://github.com/kentsommer/keras-inceptionV4
  4. https://github.com/fchollet/deep-learning-models
  5. https://github.com/titu1994/DenseNet
  6. BatchRenormalization: Batch Renormalization algorithm implementation in Keras
  7. mlp: Multilayer Perceptron Keras wrapper for sklearn
  8. Image-Classification-Mobile: Sandbox for training large-scale image classification networks for embedded systems, including collection of pretrained classification models for Keras with MXNet backend

Visualization Tools

  1. https://github.com/merantix/picasso
  2. https://github.com/raghakot/keras-vis
  3. https://github.com/fchollet/hualos
  4. quiver: Interactive convnet features visualization for Keras (homepage)
  5. hera: Train/evaluate a Keras model, get metrics streamed to a dashboard in your browser
  6. picard: Easily declare large spaces of (keras) neural networks and run (hyperopt) optimization experiments on them (homepage)
  7. keras-visualize-activations: Activation Maps Visualization for Keras

Recurrent Networks

  1. recurrentshop: Framework for building complex recurrent neural networks with Keras

Tutorial

  1. https://github.com/sachinruk/deepschool.io
  2. https://github.com/leriomaggio/deep-learning-keras-tensorflow
  3. https://github.com/kailashahirwar/cheatsheets-ai
  4. https://github.com/donnemartin/data-science-ipython-notebooks
  5. https://github.com/xingkongliang/Keras-Tutorials
  6. https://github.com/anujgupta82/DeepNets/tree/master/Keras/Keras_from_scratch
  7. https://github.com/chibuk/simple-cnn-keras-colaboratory

Art

  1. https://github.com/OsciiArt/DeepAA
  2. https://github.com/titu1994/Neural-Style-Transfer

Interoperating with other frameworks

  1. https://github.com/Microsoft/MMdnn
  2. model-converters: Tools for converting Keras models for use with other ML frameworks
  3. PyTorch to Keras model converter
  4. Gluon to Keras model converter

About

Because keras is awesome.

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