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TensorFlow精选Github开源项目

發布時間:2025/5/22 编程问答 27 豆豆
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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

深度強化學習

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
神經圖靈機
https://github.com/carpedm20/NTM-tensorflow

語音領域

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

計算機視覺

風格轉換
https://github.com/anishathalye/neural-style
https://github.com/cysmith/neural-style-tf
運用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
人臉識別
https://github.com/davidsandberg/facenet
目標檢測
https://github.com/TensorBox/TensorBox
運動識別
https://github.com/guillaume-chevalier/LSTM-Human-Activity-Recognition
圖像復原
https://github.com/bamos/dcgan-completion.tensorflow
生成模型
https://github.com/wiseodd/generative-models

TensorFlow實時debug工具

https://github.com/ericjang/tdb

TensorFlow在樹莓派上的應用

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

TensorFlow基于R的應用

https://github.com/rstudio/tensorflow

實時Spark與TensorFlow的輸入pipeline

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

caffe與TensorFlow結合

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

概率建模

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

總結

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