applications.md

Applications

• pytorch
  • 2D and 3D Face alignment library build using pytorch
  • Adversarial Autoencoders
  • A implementation of WaveNet with fast generation
  • A fast and differentiable QP solver for PyTorch.
  • A few tutorials on getting started with PyTorch and TorchText for sentiment analysis.
  • A method to generate speech across multiple speakers
  • A model for style-specific music generation ⭐
  • A natural language processing toolkit using state-of-the-art deep learning models. ⭐
  • An implementation of Skip-Thought Vectors in PyTorch
  • Anuvada: Interpretable Models for NLP using PyTorch
  • An open-source NLP research library, built on PyTorch
  • A PyTorch Implementation for Triplet Networks
  • A pytorch implementation of Detectron.
  • A PyTorch implementation of MobileNetV2
  • A PyTorch implementation of Paragraph Vectors (doc2vec)
  • A PyTorch Implementation of Single Shot MultiBox Detector.
  • A PyTorch implementation of the architecture of Mask RCNN
  • A simplified implemention of Faster R-CNN with competitive performance
  • A simple PyTorch Implementation of Generative Adversarial Networks, focusing on anime face drawing
  • A short tutorial on performing fine tuning or transfer learning in PyTorch.
  • A universal and efficient framework for training well-performing light net
  • A utility library around PyTorch
  • Comprehensive Data Augmentation and Sampling for Pytorch
  • CNNs for Sentence Classification in PyTorch
  • Convolutional recurrent network in pytorch
  • Datasets, Transforms and Models specific to Computer Vision ⭐
  • Deep AutoEncoders for Collaborative Filtering
  • Deep recommender models using PyTorch. ⭐
  • Deep Reinforcement Learning with pytorch & visdom
  • Deep Q-Learning Network in pytorch
  • Draw like Bob Ross using the power of Neural Networks
  • Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
  • Fast Neural Style for Image Style Transform by Pytorch
  • Faster RCNN with PyTorch
  • Fine-tune pretrained Convolutional Neural Networks with PyTorch
  • Highway networks implemented in PyTorch.
  • Image Classification Project Killer in PyTorch
  • Image-to-image translation in PyTorch ⭐
  • Implementation of various methods for dimensionality reduction and spectral clustering implemented with Pytorch
  • Implementations of different VAE-based semi-supervised and generative models in PyTorch
  • InferSent is a sentence embeddings method that provides semantic sentence representations.
  • LeafSnap replicated using deep neural networks to test accuracy compared to traditional computer vision methods.
  • Lightweight implementation of neural style in Pytorch with SqueezeNet
  • Minimal PyTorch implementation of YOLOv3
  • Minimal Seq2Seq model with Attention for Neural Machine Translation in PyTorch
  • OpenNMT: Open-Source Neural Machine Translation in PyTorch ⭐
  • Open source person re-identification library in python ⭐
  • Probabilistic Programming and Statistical Inference in PyTorch
  • PyTorch ASR Implementation
  • PyTorch Extension Library of Optimised Graph Cluster Algorithms
  • PyTorch Implementation of Autoencoding Variational Inference for Topic Models
  • PyTorch implementation of convolutional networks-based text-to-speech synthesis models
  • PyTorch Implementation of CycleGAN and SGAN for Domain Transfer
  • PyTorch implementations of Generative Adversarial Networks. ⭐
  • PyTorch implementation of Fully Convolutional Networks
  • Pytorch implementation of the U-Net for image semantic segmentation, with dense CRF post-processing
  • Pytorch Implementation of Perceptual Losses for Real-Time Style Transfer and Super-Resolution
  • Pytorch Implementation of PixelCNN++
  • Pytorch implement of Person re-identification baseline.
  • pytorch implementation of grammar variational autoencoder
  • PyTorch implementation of Global Vectors for Word Representation
  • PyTorch implementation of the Value Iteration Networks
  • PyTorch Marvelous ChatBot ⭐
  • PyTorch module to use OpenFace's nn4.small2.v1.t7 model
  • Pytorch Negative Sampling Loss
  • PyTorch Neural Turing Machine (NTM)
  • Pytorch Poetry Generation
  • Pytorch structural similarity (SSIM) loss
  • PyTorch version of Google AI's BERT model with script to load Google's pre-trained models
  • Pytorch yolo3
  • Quickly comparing your image classification models with the state-of-the-art models
  • Semantic Image Segmentation in Pytorch
  • Semantic Segmentation Architectures Implemented in PyTorch
  • Sequence-to-Sequence learning using PyTorch
  • Sequence to Sequence Models with PyTorch
  • SSD: Single Shot MultiBox Object Detector, in PyTorch
  • t-SNE experiments in pytorch
  • Visualization of CNN in PyTorch
  • Visual Question Answering in Pytorch
  • Weight normalization
  • YOLOv2 in PyTorch
  • 使用PyTorch实现Char RNN生成古诗和周杰伦的歌词
• theano
  • CNN-yelp-challenge-2016-sentiment-classification
  • Deep learning tutorial for PyData
  • Deep Neural Network for Sentiment Analysis on Twitter
  • Implementations of many popular deep learning models in Theano+Lasagne
• tensorflow
  • A chatbot implemented in TensorFlow based on the seq2seq model, with certain rules integrated. ⭐
  • A framework for developing and evaluating reinforcement learning algorithms
  • A general-purpose encoder-decoder framework for Tensorflow that can be used for Machine Translation, Text Summarization, Conversational Modeling, Image Captioning, and more.
  • A generic image detection program that uses tensorflow and a pre-trained Inception.
  • All kinds of text classificaiton models and more with deep learning ⭐
  • Applying transfer learning to a custom dataset by retraining Inception's final layer
  • An easy implement of VGG19 with tensorflow, which has a detailed explanation.
  • An experimentation system for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras. ⭐
  • An implementation of Pix2Pix in Tensorflow for use with frames from films
  • An implementation of skip-thought vectors in Tensorflow
  • An open-source convolutional neural networks platform for research in medical image analysis and image-guided therapy
  • A Practical Guide for Debugging TensorFlow Codes
  • A real-time object recognition application using Google's TensorFlow Object Detection API and OpenCV.
  • A set of Deep Reinforcement Learning Agents implemented in Tensorflow. ⭐
  • A simple baseline for 3d human pose estimation in tensorflow.
  • Aspect Based Sentiment Analysis using End-to-End Memory Networks
  • A tensorflow implementation for SqueezeDet, a convolutional neural network for object detection.
  • A Tensorflow implementation of CNN-LSTM image caption generator architecture
  • A TensorFlow Implementation of DC-TTS: yet another text-to-speech model
  • A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks" ⭐
  • A TensorFlow implementation of Baidu's DeepSpeech architecture ⭐
  • A tiny implementation of Deep Q Learning, using TensorFlow and OpenAI gym
  • Char-RNN implemented using TensorFlow.
  • Chinese Handwriting Recognition with CNNs
  • Chinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT
  • Collection of generative models in Tensorflow
  • Convolutional Neural Network for Multi-label Multi-instance Relation Extraction in Tensorflow
  • Deep-Atrous-CNN-Text-Network: End-to-end word level model for sentiment analysis and other text classifications
  • DeepColor: Automatic coloring and shading of manga-style lineart
  • Deep Learning based Python Library for Stock Market Prediction and Modelling
  • Deep LSTM siamese network for text similarity
  • Deep neural networks for voice conversion (voice style transfer) in Tensorflow
  • Deepnlp:Deep Learning NLP Pipeline implemented on Tensorflow
  • Dynamic Memory Network implementation in TensorFlow
  • EAST : An Efficient and Accurate Scene Text Detector ⭐
  • Embedding Watermarks into Deep Neural Networks
  • End-to-end Neural Coreference Resolution
  • End to End self learning chat Bot implemented using TensorFlow
  • Face Rank - Rank Face by CNN Model based on TensorFlow
  • Fast Multi(Interpolative) Style Transfer
  • Fast PixelCNN++: speedy image generation
  • Feature Importance in the Inception (v1) Network
  • Fully Convlutional Neural Networks for state-of-the-art time series classification
  • Fully differentiable deep-neural decision forest in tensorflow
  • GA3C: Reinforcement Learning through Asynchronous Advantage Actor-Critic on a GPU
  • Generic U-Net Tensorflow implementation for image segmentation
  • Implement SC-LSTM model for text generation in control of words, in Python/TensorFlow
  • Implementation of Generative Adversarial Networks, for Audio.
  • Implementation of Google's Tacotron in TensorFlow
  • Implementations of deep RL papers and random experimentation ⭐
  • Implementation of Monte Carlo Word Movers Distance in Python with TensorFlow
  • Implementation of Restricted Boltzmann Machine (RBM) and its variants in Tensorflow
  • Implementation of SmoothGrad as well as several other saliency techniques
  • Implementation of the Differentiable Neural Computer in Tensorflow
  • Interactive, node-by-node debugging and visualization for TensorFlow ⭐
  • LSTM Language Model with Subword Units Input Representations
  • Machine Learning on Sequential Data Using a Recurrent Weighted Average
  • Matrix factorization using TensorFlow
  • Metasploit for machine learning.
  • Multilabel time series classification with LSTM
  • Named Entity Recognition using multilayered bidirectional LSTM
  • Named Entity Recognition using Recurrent Neural Networks in Tensorflow and TFLearn
  • NeuroNER: Named-entity recognition using neural networks.
  • Neural Relation Extraction implemented with LSTM in TensorFlow
  • Object Tracking in Tensorflow ( Localization Detection Classification ) developed to partecipate to ImageNET VID competition ⭐
  • OCR text recognition using tensorflow with attention ⭐
  • Open Source Neural Machine Translation in TensorFlow ⭐
  • Photographic Image Synthesis with Cascaded Refinement Networks
  • PixelVAE with or without regularization
  • PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation ⭐
  • Realistic Handwriting with Tensorflow
  • Real-time Joint Semantic Reasoning for Autonomous Driving
  • RL course experiments
  • Raccoon Detector Dataset
  • Self-Driving Car Engineer Nanodegree
  • Semantic Segmentation Suite in TensorFlow
  • Sentiment Analysis with LSTMs in Tensorflow
  • Separating singing voice from music based on deep neural net in Tensorflow
  • Seq2Seq Chatbot
  • Sequence prediction using recurrent neural networks(LSTM) with TensorFlow
  • Sequence Semantic Embedding
  • Sequence-to-Sequence Grapheme-to-Phoneme toolkit
  • Simple embedding based text classifier inspired by fastText, implemented in tensorflow
  • Simple Recommender System using Denoising AutoEncoder, implemented using TensorFlow
  • Somiao Pinyin: Train your own Chinese Input Method with Seq2seq Model
  • Source code and pretrained model for webcam pix2pix
  • Speech-to-Text-WaveNet : End-to-end sentence level English speech recognition based on DeepMind's WaveNet and tensorflow
  • SSD in TensorFlow: Traffic Sign Detection and Classification
  • SSD: Single Shot MultiBox Detector in TensorFlow ⭐
  • Teach machine to write all we want ⭐
  • Tensorflow-based Distributed Factorization Machine ⭐
  • TensorFlow CNN for fast style transfer ⭐
  • Tensorflow implementation of Facebook TagSpace
  • Tensorflow implementation of attention mechanism for text classification tasks.
  • Tensorflow Implementation of Convolutional Neural Network for Relation Extraction
  • Tensorflow implementation of DeepFM for CTR prediction.
  • Tensorflow implementation of Dynamic Coattention Networks for Question Answering.
  • Tensorflow implementation of fast neural style transfer
  • Tensorflow implementation of Fully Convolutional Networks for Semantic Segmentation
  • TensorFlow implementation of SqueezeDet, trained on the KITTI dataset
  • Tensorflow implementation of YOLO : Real-Time Object Detection
  • Tensorflow for Time Series Applications
  • TensorFlow on iOS demo
  • TensorFlow on Spark
  • Tensorflow port of Image-to-Image Translation with Conditional Adversarial Nets ⭐
  • Tensorflow Tutorial files and Implementations of various Deep NLP and CV Models
  • TensorForce: A TensorFlow library for applied reinforcement learning
  • Training and running an extractive question answering model on the SQuAD dataset ⭐
  • Tutorials for deep learning
  • 使用TensorFlow实现的Sequence to Sequence的聊天机器人模型
  • Udacity SDC: Vehicle Detection ⭐
  • Using neural networks to build an automatic number plate recognition system ⭐
  • Various models and code for the paraphrase identification task, specifically with the Quora Question Pairs dataset.
  • 基于LSTM的中文问答系统
  • 中文古诗自动作诗机器人
• Keras
  • A DCGAN to generate anime faces using custom mined dataset
  • A facial expression classification system that recognizes 6 basic emotions: happy, sad, surprise, fear, anger and neutral.
  • A neural network trained to help writing neural network code using autocomplete
  • Attention mechanism Implementation for Keras.
  • Automated deep neural network design with genetic programming ⭐
  • Bidirectional LSTM-CRF for Sequence Labeling. Easy-to-use and state-of-the-art performance.
  • Code for Document Similarity on Reuters dataset using Encode, Embed, Attend, Predict recipe
  • Deep Voice: Real-time Neural Text-to-Speech
  • Embedding Watermarks into Deep Neural Networks
  • Experimental implementation of novel neural network structures
  • Five video classification methods
  • Inception-v4, Inception - Resnet-v1 and v2 Architectures in Keras
  • Implementation of all-neural speech recognition systems using Keras and Tensorflow
  • Implementation of some basic GAN architectures in Keras
  • Isolating vocals from music with a Convolutional Neural Network.
  • Keras Audio Preprocessors ⭐
  • Keras code and weights files for popular deep learning models.
  • keras-emoji-embeddings
  • Keras implementation of a CNN network for age and gender estimation
  • Keras implementation of Deep Clustering
  • Keras implementation of Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
  • Keras implementations of Generative Adversarial Networks.
  • Keras implementation of yolo v3 object detection.
  • Keras package for region-based convolutional neural networks
  • Python toolbox to create adversarial examples that fool neural networks
  • Realtime Multi-Person Pose Estimation
  • Sis: simple image search engine
  • Trained image classification models for Keras ⭐
  • Traffic Sign Recognition - Fine tuning VGG16 + GTSRB
  • Transfer learning for flight-delay prediction via variational autoencoders in Keras
  • Using Keras to implement recommender systems ⭐
  • Wasserstein DCGAN in Tensorflow/Keras
  • W-net: Self-Supervised Learning of Depthmap from Stereo Images.
• Mxnet
  • 使用MXNet的动态图接口Gluon实现Char RNN生成古诗和周杰伦的歌词