深度学习资源大汇总——论文、预训练模型、课程、图书、软件

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  • Matlab

  • [MatConvNet] MatConvNet: CNNs for MATLAB

  • Lua

  • [OpenNMT] OpenNMT: Open-Source Neural Machine Translation

  • [Torch7] Torch7: Deep learning library in Lua, used by Facebook and Google Deepmind

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  • Php

  • [PHP-ML] PHP-ML - Machine Learning library for PHP

Applications

  • pytorch

  • A fast and differentiable QP solver for PyTorch.

  • A PyTorch Implementation of Single Shot MultiBox Detector.

  • A simple PyTorch Implementation of Generative Adversarial Networks, focusing on anime face drawing

  • Comprehensive Data Augmentation and Sampling for Pytorch

  • CNNs for Sentence Classification in PyTorch

  • Deep Q-Learning Network in pytorch

  • Fast Neural Style for Image Style Transform by Pytorch

  • Highway networks implemented in PyTorch.

  • OpenNMT: Open-Source Neural Machine Translation in PyTorch

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  • PyTorch implementation of Fully Convolutional Networks

  • PyTorch implementation of Global Vectors for Word Representation

  • PyTorch implementation of the Value Iteration Networks

  • Pytorch Negative Sampling Loss

  • Pytorch Poetry Generation

  • Sequence to Sequence Models with PyTorch

  • SSD: Single Shot MultiBox Object Detector, in PyTorch

  • t-SNE experiments in pytorch

  • YOLOv2 in PyTorch

  • theano

  • CNN-yelp-challenge-2016-sentiment-classification

  • Deep Neural Network for Sentiment Analysis on Twitter

  • Implementations of many popular deep learning models in Theano+Lasagne

  • tensorflow

  • 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.

  • An implementation of Pix2Pix in Tensorflow for use with frames from films

  • A Practical Guide for Debugging TensorFlow Codes

  • A set of Deep Reinforcement Learning Agents implemented in Tensorflow.

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  • Aspect Based Sentiment Analysis using End-to-End Memory Networks

  • A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

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  • A TensorFlow implementation of Baidu's DeepSpeech architecture

  • DeepColor: Automatic coloring and shading of manga-style lineart

  • Deep Learning based Python Library for Stock Market Prediction and Modelling

  • Deepnlp:Deep Learning NLP Pipeline implemented on Tensorflow

  • Embedding Watermarks into Deep Neural Networks

  • Fast Multi(Interpolative) Style Transfer

  • Fast PixelCNN++: speedy image generation

  • Fully differentiable deep-neural decision forest in tensorflow

  • GA3C: Reinforcement Learning through Asynchronous Advantage Actor-Critic on a GPU

  • Implementation of Generative Adversarial Networks, for Audio.

  • Interactive, node-by-node debugging and visualization for TensorFlow

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  • Machine Learning on Sequential Data Using a Recurrent Weighted Average

  • Metasploit for machine learning.

  • Multilabel time series classification with LSTM

  • Neural Relation Extraction implemented with LSTM in TensorFlow

  • PixelVAE with or without regularization

  • PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation

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  • Realistic Handwriting with Tensorflow

  • Real-time Joint Semantic Reasoning for Autonomous Driving

  • Self-Driving Car Engineer Nanodegree

  • Sequence-to-Sequence Grapheme-to-Phoneme toolkit

  • Simple Recommender System using Denoising AutoEncoder, implemented using TensorFlow

  • SSD in TensorFlow: Traffic Sign Detection and Classification

  • Tensorflow implementation of fast neural style transfer

  • TensorFlow on iOS demo

  • TensorFlowOnSpark

  • Tensorflow port of Image-to-Image Translation with Conditional Adversarial Nets

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  • Tensorflow Tutorial files and Implementations of various Deep NLP and CV Models

  • 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

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  • Keras

  • Embedding Watermarks into Deep Neural Networks

  • Experimental implementation of novel neural network structures

  • keras-emoji-embeddings

  • Wasserstein DCGAN in Tensorflow/Keras

Awesome Projects

  • 15 AI and Machine Learning Events

  • Awesome Adversarial Machine Learning

  • Awesome-Caffe

  • Awesome Deep Learning

  • Awesome Deep learning papers and other resources

  • Awesome Deep Vision

  • Awesome - Most Cited Deep Learning Papers

  • Awesome Public Datasets

  • Awesome PyTorch

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  • Awesome Reinforcement Learning

  • Awesome Robotics

  • Awesome Sentiment Analysis

  • Awesome TensorFlow

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  • Chainer Info

  • Collection of generative models, e.g. GAN, VAE in Tensorflow, Keras, and Pytorch

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  • Collection of reinforcement learners implemented in python.

  • Datasets, Transforms and Models specific to Computer Vision

  • Deep Learning Papers Reading Roadmap

  • Machine Learning Videos

  • Machine Learning From Scratch

  • Paper list of multi-agent reinforcement learning (MARL)

  • SCODE Word Embeddings using Substitute Words

  • Summaries and notes on Deep Learning research papers

  • The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch

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  • Various math-related things in Python code

  • 用于对话系统的中英文语料


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