Awesome

Awesome Keras

A curated list of awesome Keras projects, libraries and resources. Keras is a deep learning API written in Python, running on top of the machine learning platform TensorFlow. It was developed with a focus on enabling fast experimentation.

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Contents

• Core Libraries
• Frameworks
• Network Visualisation
• Examples/Notebooks
• Documentation
• Community Resources

Core Libraries

• keras - Deep learning for humans.
• autokeras - AutoML library for deep learning.
• keras-tuner - Hyperparameter tuning for humans.
• keras-cv - Industry-strength Computer Vision workflows with Keras.
• keras-nlp - Development environment with seamless data transmission from one language to another.

Frameworks

• byteps - A high performance and generic framework for distributed DNN training.
• deep-learning-model-convertor - An overview of packages for model conversion between frameworks.
• deepo - A collection of/framework to create deep learning Docker images.
• einops - A library for flexible and powerful tensor operations to make code more readable and reliable.
• horovod - A distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
• hyperas - Keras + Hyperopt: A simple wrapper for hyperparameter optimization.
• keras-rl - Deep reinforcement learning for Keras.
• MMdnn - A cross-framework tool to convert, visualize and diagnose deep learning models.
• ncnn - A high-performance neural network framework optimized for mobile platforms.
• onnx - An open standard for machine learning interoperability.
• wandb - A tool for visualizing and tracking your machine learning experiments.

Network Visualisation

• keras-sequential-ascii - An ASCII summary for simple sequential models in Keras.
• keras-vis - A neural network visualization toolkit for keras.
• netron - A visualizer for neural network, deep learning and machine learning models.
• tensorspace - A 3D visualization framework for neural networks.
• TtDoVAoNN - A list of tools to design or visualize architecture of neural networks.
• visualkeras - A Python package to help visualize Keras neural network architectures.

Examples/Notebooks

• ASRT_SpeechRecognition - A deep learning-Based Chinese speech recognition system.
• D2L.ai - An interactive deep learning book with multi-framework code, math, and discussions. <!--lint disable double-link-->
• data-science-ipython-notebooks - A collection of data science notebooks (dedicated Keras section). <!--lint enable double-link-->
• deepjazz - Deep learning-driven jazz music generation using Keras and Theano.
• donkeycar - Open source hardware and software platform to build a small scale self driving car.
• image-super-resolution - A implementation to scale images using residual dense and adversarial networks.
• imgclsmob - A sandbox for training convolutional neuronal networks.
• keras-attention-mechanism - A many-to-one attention mechanism implementation in Keras.
• Keras-GAN - A Keras implementation of Generative Adversarial Networks.
• Mask_RCNN - An implementation of Mask R-CNN for object detection and segmentation on Keras and TensorFlow.
• satellite-image-deep-learning - A collection of resources relating to deep learning with satellite & aerial imagery.
• Screenshot-to-code - A neural network that transforms a design mock-up into a static website.
• sketch-code - A Keras model to generate HTML code from hand-drawn website mockups.
• spektral - Graph Neural Networks with Keras and Tensorflow.
• textgenrnn - A library that allows simple training of text-generating neural networks with a few lines of code.
• unet - An implementation of U-Net using Keras.

Documentation

• cheatsheets-ai - A collection of deep learning/ML cheat sheets for (Keras cheatsheet).

Community Resources

• GitHub - Search: keras
• GitHub - Topics: keras, tensorflow, neural-networks
• Gitter - Keras Gitter Chatroom
• kandi Kits Topic - Discover popular Keras libraries, top authors, trending project kits, discussions, tutorials & learning resources.
• Mailing Lists - Keras users mailing list
• PyPI - Keras is the PyPI Keras project.
• Stack Overflow - Tags: keras