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TensorFlow精選Github開源項(xiàng)目

TensorFlow源碼

https://github.com/tensorflow/tensorflow

基于TensorFlow的框架

https://github.com/fchollet/keras
https://github.com/tflearn/tflearn
https://github.com/beniz/deepdetect
https://github.com/tensorflow/fold
https://github.com/leriomaggio/deep-learning-keras-tensorflow

精選入門教程

https://github.com/tensorflow/models
https://github.com/aymericdamien/TensorFlow-Examples
https://github.com/donnemartin/data-science-ipython-notebooks
https://github.com/jtoy/awesome-tensorflow
https://github.com/jikexueyuanwiki/tensorflow-zh
https://github.com/nlintz/TensorFlow-Tutorials
https://github.com/pkmital/tensorflow_tutorials
https://github.com/deepmind/learning-to-learn
https://github.com/BinRoot/TensorFlow-Book
https://github.com/jostmey/NakedTensor
https://github.com/alrojo/tensorflow-tutorial
https://github.com/CreatCodeBuild/TensorFlow-and-DeepLearning-Tutorial
https://github.com/sjchoi86/Tensorflow-101
https://github.com/chiphuyen/tf-stanford-tutorials
https://github.com/google/prettytensor
https://github.com/ahangchen/GDLnotes
https://github.com/Hvass-Labs/TensorFlow-Tutorials
https://github.com/NickShahML/tensorflow_with_latest_papers
https://github.com/nfmcclure/tensorflow_cookbook
https://github.com/ppwwyyxx/tensorpack
https://github.com/rasbt/deep-learning-book
https://github.com/pkmital/CADL
https://github.com/tensorflow/skflow

無人駕駛

https://github.com/kevinhughes27/TensorKart
https://github.com/SullyChen/Autopilot-TensorFlow

深度強(qiáng)化學(xué)習(xí)

https://github.com/dennybritz/reinforcement-learning
https://github.com/zsdonghao/tensorlayer
https://github.com/matthiasplappert/keras-rl
https://github.com/nivwusquorum/tensorflow-deepq
https://github.com/devsisters/DQN-tensorflow
https://github.com/coreylynch/async-rl
https://github.com/carpedm20/deep-rl-tensorflow
https://github.com/yandexdataschool/Practical_RL

自然語言處理

文本分類
https://github.com/dennybritz/cnn-text-classification-tf
序列建模
https://github.com/google/seq2seq
中文分詞
https://github.com/koth/kcws
基于文本的圖像合成
https://github.com/paarthneekhara/text-to-image
RNN語言建模
https://github.com/sherjilozair/char-rnn-tensorflow
https://github.com/silicon-valley-data-science/RNN-Tutorial
神經(jīng)圖靈機(jī)
https://github.com/carpedm20/NTM-tensorflow

語音領(lǐng)域

語音合成
https://github.com/ibab/tensorflow-wavenet
https://github.com/tomlepaine/fast-wavenet
語音識(shí)別
https://github.com/buriburisuri/speech-to-text-wavenet
https://github.com/pannous/tensorflow-speech-recognition

計(jì)算機(jī)視覺

風(fēng)格轉(zhuǎn)換
https://github.com/anishathalye/neural-style
https://github.com/cysmith/neural-style-tf
運(yùn)用GAN圖像生成
https://github.com/carpedm20/DCGAN-tensorflow
圖像到圖像的翻譯
https://github.com/affinelayer/pix2pix-tensorflow
圖像超分辨
https://github.com/Tetrachrome/subpixel
人臉識(shí)別
https://github.com/davidsandberg/facenet
目標(biāo)檢測(cè)
https://github.com/TensorBox/TensorBox
運(yùn)動(dòng)識(shí)別
https://github.com/guillaume-chevalier/LSTM-Human-Activity-Recognition
圖像復(fù)原
https://github.com/bamos/dcgan-completion.tensorflow
生成模型
https://github.com/wiseodd/generative-models

TensorFlow實(shí)時(shí)debug工具

https://github.com/ericjang/tdb

TensorFlow在樹莓派上的應(yīng)用

https://github.com/samjabrahams/tensorflow-on-raspberry-pi

TensorFlow基于R的應(yīng)用

https://github.com/rstudio/tensorflow

實(shí)時(shí)Spark與TensorFlow的輸入pipeline

https://github.com/fluxcapacitor/pipeline
https://github.com/yahoo/TensorFlowOnSpark

caffe與TensorFlow結(jié)合

https://github.com/ethereon/caffe-tensorflow

概率建模

https://github.com/blei-lab/edward

題圖：Sherlock, so small, so real