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awesome-keras

by markusschanta

awesome listpushed almost 4 years ago

A curated list of awesome Keras projects, libraries and resources

AI summary

Keras toolkit

A curated collection of Keras-related projects and libraries for deep learning and machine learning

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What's in the list

46 links in 6 sections, with live GitHub stats.activeno commit in 2y

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

  • data-science-ipython-notebooks

    A collection of data science notebooks (dedicated )

  • 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 ( )

Community Resources

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