[转]awesome-tensorflow-chinese

2024年3月5日 229次阅读来源: tensorflow

模型项目

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
Deep-Q learning Pong with TensorFlow and PyGame
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.

论文

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems – This paper describes the TensorFlow interface and an implementation of that interface that we have built at Google
TF.Learn: TensorFlow’s High-level Module for Distributed Machine Learning
Comparative Study of Deep Learning Software Frameworks – The study is performed on several types of deep learning architectures and we evaluate the performance of the above frameworks when employed on a single machine for both (multi-threaded) CPU and GPU (Nvidia Titan X) settings
Distributed TensorFlow with MPI – In this paper, we extend recently proposed Google TensorFlow for execution on large scale clusters using Message Passing Interface (MPI)
Globally Normalized Transition-Based Neural Networks – This paper describes the models behind SyntaxNet.
TensorFlow: A system for large-scale machine learning – This paper describes the TensorFlow dataflow model in contrast to existing systems and demonstrate the compelling performance

官方博客

TensorFlow: smarter machine learning, for everyone – An introduction to TensorFlow
Announcing SyntaxNet: The World’s Most Accurate Parser Goes Open Source – Release of SyntaxNet, “an open-source neural network framework implemented in TensorFlow that provides a foundation for Natural Language Understanding systems.