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Deep Learning【精选更新】

一 Python篇


  • 📦 Anaconda




二 深度学习篇

深度学习 📚


在线课程 🎥

(推荐Michael Nielsen及吴恩达视频课程,内容深入浅出。其中1是网易免费版,尚无习题,如需要可在链接2注册获取。)

研究论文 📓







训练平台 📊


场景应用 📈


三 数学篇



四 产业篇




附:TOP深度学习项目 🔥

最后更新(star5000+排序): 2019.04.02 / 上次更新:2018.01.27

Project Name Stars Description
TensorFlow 124490 Computation using data flow graphs for scalable machine learning.
TensorFlow Models 50630 Models built with TensorFlow.
Keras 39678 Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow.
Caffe 27691 Caffe: a fast open framework for deep learning.
TensorFlow Examples 30458 TensorFlow tutorials and code examples for beginners.
Neural Style 16692 Torch implementation of neural style algorithm.
CNTK 15965 Computational Network Toolkit (CNTK).
MXNet 16622 Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more.
Deep Dream 11871 Deep Dream.
OpenAI Gym 16117 A toolkit for developing and comparing reinforcement learning algorithms.
OpenFace 11845 Face recognition with deep neural networks.
ConvNet JS 9600 Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
Magenta 12790 Magenta: Music and Art Generation with Machine Intelligence
Roc AlphaGo 8918 An independent, student-led replication of DeepMind's 2016 Nature publication, "Mastering the game of Go with deep neural networks and tree search" (Nature 529, 484-489, 28 Jan 2016).
Neural Doodle 9050 Turn your two-bit doodles into fine artworks with deep neural networks, generate seamless textures from photos, transfer style from one image to another, perform example-based upscaling, but wait... there's more! (An implementation of Semantic Style Transfer.)
deeplearning4j 10560 Deep Learning for Java, Scala & Clojure on Hadoop, Spark.
Theano 8732 Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation.
Torch 8241 Torch7, Deep Learning Library.
TFLearn 9002 Deep learning library featuring a higher-level API for TensorFlow.
Char RNN 9211 Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch.
TensorFlow Playground 8015 Play with neural networks!
Synaptic 6463 architecture-free neural network library for node.js and the browser
Nupic 5864 Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.
Leaf 5389 Open Machine Intelligence Framework for Hackers.


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