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TensorFlow 中文资源全集,学习路径推荐:
很多内容下面这个英文项目:
Inspired by https://github.com/jtoy/awesome-tensorflow
ubuntu 16.04 安装 tensorflow-gpu:http://www.tensorflownews.com/2017/09/02/tensorflow-gpu-install-ubuntu-16-04/
极客学院教程:http://wiki.jikexueyuan.com/project/tensorflow-zh/get_started/os_setup.html
MNIST 针对初学者的字体识别:https://tensorflow.google.cn/get_started/mnist/beginners
MNIST 针对专业的深度字体识别:https://tensorflow.google.cn/get_started/mnist/pros
TensorFlowNews:https://zhuanlan.zhihu.com/TensorFlownews
Deep Learning http://www.tensorflownews.com/2017/08/29/deep-learning-an-mit-press-book
Deep Learning 中文翻译 http://www.tensorflownews.com/2017/08/29/deep-learning-book-chinese-translation/
522785813
微信群二维码有效期太短了,我博客保持更新。
http://www.tensorflownews.com/
FaceRank - Rank Face by CNN Model based on TensorFlow (add keras version). FaceRank-人脸打分基于 TensorFlow (新增 Keras 版本) 的 CNN 模型(可能是最有趣的 TensorFlow 中文入门实战项目)
https://github.com/fendouai/FaceRank
一个比特币交易机器人基于 Tensorflow LSTM 模型,仅供娱乐。 A Bitcoin trade robot based on Tensorflow LSTM model.Just for fun.
https://github.com/TensorFlowNews/TensorFlow-Bitcoin-Robot
ChatGirl is an AI ChatBot based on TensorFlow Seq2Seq Model.ChatGirl 一个基于 TensorFlow Seq2Seq 模型的聊天机器人。(包含预处理过的 twitter 英文数据集,训练,运行,工具代码,可以运行但是效果有待提高。)
https://github.com/fendouai/ChatGirl
Domain Transfer Network - Implementation of Unsupervised Cross-Domain Image Generation
Show, Attend and Tell - Attention Based Image Caption Generator
Neural Style Implementation of Neural Style
Pretty Tensor - Pretty Tensor provides a high level builder API
Neural Style - An implementation of neural style
AlexNet3D - An implementations of AlexNet3D. Simple AlexNet model but with 3D convolutional layers (conv3d).
TensorFlow White Paper Notes - Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation
NeuralArt - Implementation of A Neural Algorithm of Artistic Style
Generative Handwriting Demo using TensorFlow - An attempt to implement the random handwriting generation portion of Alex Graves' paper
Neural Turing Machine in TensorFlow - implementation of Neural Turing Machine
GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting - Search, filter, and describe videos based on objects, places, and other things that appear in them
Neural machine translation between the writings of Shakespeare and modern English using TensorFlow - This performs a monolingual translation, going from modern English to Shakespeare and vis-versa.
Chatbot - Implementation of "A neural conversational model"
Colornet - Neural Network to colorize grayscale images - Neural Network to colorize grayscale images
Neural Caption Generator - Implementation of "Show and Tell"
Neural Caption Generator with Attention - Implementation of "Show, Attend and Tell"
Weakly_detector - Implementation of "Learning Deep Features for Discriminative Localization"
Dynamic Capacity Networks - Implementation of "Dynamic Capacity Networks"
HMM in TensorFlow - Implementation of viterbi and forward/backward algorithms for HMM
DeepOSM - Train TensorFlow neural nets with OpenStreetMap features and satellite imagery.
DQN-tensorflow - TensorFlow implementation of DeepMind's 'Human-Level Control through Deep Reinforcement Learning' with OpenAI Gym by Devsisters.com
Highway Network - TensorFlow implementation of "Training Very Deep Networks" with a blog post
Sentence Classification with CNN - TensorFlow implementation of "Convolutional Neural Networks for Sentence Classification" with a blog post
End-To-End Memory Networks - Implementation of End-To-End Memory Networks
Character-Aware Neural Language Models - TensorFlow implementation of Character-Aware Neural Language Models
YOLO TensorFlow ++ - TensorFlow implementation of 'YOLO: Real-Time Object Detection', with training and an actual support for real-time running on mobile devices.
Wavenet - This is a TensorFlow implementation of the WaveNet generative neural network architecture for audio generation.
Mnemonic Descent Method - Tensorflow implementation of "Mnemonic Descent Method: A recurrent process applied for end-to-end face alignment"
CNN visualization using Tensorflow - Tensorflow implementation of "Visualizing and Understanding Convolutional Networks"
VGAN Tensorflow - Tensorflow implementation for MIT "Generating Videos with Scene Dynamics" by Vondrick et al.
3D Convolutional Neural Networks in TensorFlow - Implementation of "3D Convolutional Neural Networks for Speaker Verification application" in TensorFlow by Torfi et al.
Lip Reading - Cross Audio-Visual Recognition using 3D Architectures in TensorFlow - TensorFlow Implementation of "Cross Audio-Visual Recognition in the Wild Using Deep Learning" by Torfi et al.
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