awesome-deeplearning-resources

Deep Learning Hub

A curated collection of deep learning research papers, models, codes, courses, books, and software resources.

Deep Learning and deep reinforcement learning research papers and some codes

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Papers
2021 year

Papers / 2021 year
computer vision
natural language process
multi model

Papers
2020 year

Papers / 2020 year
deep learning
deep reinforcement learning
natural language process
computer vision

Papers
2019 year

Papers / 2019 year
deep learning
deep reinforcement learning
natural language process
computer vision

Papers
2018 year

Papers / 2018 year
deep learning
deep reinforcement learning
natural language process
computer vision

Papers
2017 year

Papers / 2017 year
deep learning
deep reinforcement learning
natural language process
computer vision

Papers
2016 year

Papers / 2016 year
deep learning
deep reinforcement learning
natural language process
computer vision

Papers
2015 year
2014 year
2013 year
2012 year
2011 year
2010 year
before 2010 year

Model Zoo
pdf 2012 | AlexNet: ImageNet Classification with Deep Convolutional Neural Networks
arxiv 2013 | RCNN: Rich feature hierarchies for accurate object detection and semantic segmentation
arxiv 2014 | CGNA: Conditional Generative Adversarial Nets
pdf 2014 | DeepFaceVariant: Deep Learning Face Representation from Predicting 10,000 Classes
arxiv 2014 | GAN: Generative Adversarial Networks
pdf 2014 | GoogLeNet: Going Deeper with Convolutions

Pre Trained Model
Aligning the fastText vectors of 78 languages 1,197 over 1 year ago
Available pretrained word embeddings 223 about 1 year ago
Inception-v3 of imagenet
Caffe2 Model Repository 430 over 5 years ago

Courses
CS294: Deep Reinforcement Learning [Berkeley]
Stat212b：Topics Course on Deep Learning [Berkeley]
ELEG 5040: Advanced Topics in Signal Processing(Introduction to Deep Learning) [CUHK]
Deep Reinforcement Learning and Control [CMU]
Neural networks for NLP [CMU] )

Books
Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
Deep Learning Tutorial by LISA lab, University of Montreal
Deep Learning Crash Course
Documentation on all topics that I learn on both Artificial intelligence and machine learning.
Interpretable Machine Learning
Deep Learning and the Game of Go
Deep Learning for Search
Deep Learning with PyTorch
Deep Reinforcement Learning in Action
Grokking Deep Reinforcement Lerning
Grokking Deep Learning for Computer Vision
Probabilistic Deep Learning with Python
Math and Architectures of Deep Learning
Inside Deep Learning
Engineering Deep Learning Platforms
Deep Learning with R, Second Edition
Regularization in Deep Learning
Jax in Action
Deep Learning with PyTorch, Second Edition

Tutorials
UFLDL Tutorial 1
UFLDL Tutorial 2
Deep Learning for NLP (without Magic)
A Deep Learning Tutorial: From Perceptrons to Deep Networks
Deep Learning from the Bottom up
Theano Tutorial
TensorFlow tutorials 6,006 over 1 year ago
Deep Learning with R in Motion
Grokking Deep Learning in Motion
Machine Learning, Data Science and Deep Learning with Python

Software
Deep Learning library for Theano and TensorFlow.
Descriptive Deep Learning. 817 10 months ago
Deep learning framework by the BVLC
The Microsoft Cognitive Toolkit. 17,523 over 1 year ago
A modern C++ toolkit containing machine learning algorithms and tools for creating complex software in C++.
Tensors and Dynamic neural networks in Python with strong GPU acceleration.
Machine learning in Python.

Software / Machine learning in Python.
Semi-supervised learning frameworks for Python 502 about 3 years ago

Software
An open source software library for numerical computation using data flow graph by Google

Applications
2D and 3D Face alignment library build using pytorch 7,088 3 months ago
Adversarial Autoencoders 198 over 7 years ago
A implementation of WaveNet with fast generation 975 about 4 years ago
A fast and differentiable QP solver for PyTorch. 685 3 months ago
A method to generate speech across multiple speakers 872 over 5 years ago
A model for style-specific music generation 728 about 6 years ago
A natural language processing toolkit using state-of-the-art deep learning models. 11,757 almost 2 years ago
使用PyTorch实现Char RNN生成古诗和周杰伦的歌词 141 almost 7 years ago
CNN-yelp-challenge-2016-sentiment-classification 109 almost 5 years ago
Deep learning tutorial for PyData 85 over 5 years ago
Deep Neural Network for Sentiment Analysis on Twitter 275 over 2 years ago
Implementations of many popular deep learning models in Theano+Lasagne 24 over 7 years ago
A generic image detection program that uses tensorflow and a pre-trained Inception. 328 over 5 years ago
All kinds of text classificaiton models and more with deep learning 7,861 about 1 year ago
Applying transfer learning to a custom dataset by retraining Inception's final layer 93 over 7 years ago
An easy implement of VGG19 with tensorflow, which has a detailed explanation. 178 over 6 years ago
An experimentation system for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras. 326 almost 7 years ago
An implementation of Pix2Pix in Tensorflow for use with frames from films 166 over 7 years ago
A DCGAN to generate anime faces using custom mined dataset 198 over 7 years ago
A facial expression classification system that recognizes 6 basic emotions: happy, sad, surprise, fear, anger and neutral. 766 about 5 years ago
A neural network trained to help writing neural network code using autocomplete 1,152 almost 4 years ago
Attention mechanism Implementation for Keras. 2,801 about 1 year ago
Automated deep neural network design with genetic programming 950 over 1 year ago
Attention based Neural Machine Translation for Keras 30 over 6 years ago
Keras Implementation of Ladder Network for Semi-Supervised Learning 101 over 3 years ago
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 58 about 7 years ago

Awesome Projects
15 AI and Machine Learning Events
188 examples of artificial intelligence in action
A curated list of automated machine learning papers, articles, tutorials, slides and projects 4,023 5 months ago
A curated list of awesome Machine Learning frameworks, libraries and software. 66,046 10 days ago
A curated list of awesome places to learn and/or practice algorithms. 20,870 5 days ago
A curated list of awesome R packages and tools 6,024 6 months ago
A curated list of awesome SLAM tutorials, projects and communities. 1,567 over 4 years ago
A curated list of resources dedicated to bridge between coginitive science and deep learning 71 about 7 years ago
A curated list of resources dedicated to Natural Language Processing (NLP) 16,768 about 1 year ago
A curated list of resources for NLP (Natural Language Processing) for Chinese 7,808 over 1 year ago
Another curated list of deep learning resources 1,668 10 months ago
A list of artificial intelligence tools you can use today
A list of deep learning implementations in biology 2,018 3 months ago
Awesome-2vec 914 almost 2 years ago
Awesome Action Recognition 3,817 over 1 year ago

Corpus
用于对话系统的中英文语料 2,033 about 4 years ago
搜狗实验室
情感分析︱网络公开的免费文本语料训练数据集汇总
中文情感分析用词语集
人民日报切分/标注语料库
哈工大信息检索研究中心(HIT CIR)语言技术平台共享资源
中文句结构树资料库
中文对白语料 chinese conversation corpus 1,088 over 3 years ago
中文语料小数据：Some useful Chinese corpus datasets 531 over 4 years ago
中文人名语料库。中文姓名,姓氏,名字,称呼,日本人名,翻译人名,英文人名 3,986 8 months ago
联合国平行语料库
保险行业语料库 1,020 4 months ago
用于训练中英文对话系统的语料库 Datasets for Training Chatbot System 2,033 about 4 years ago
PTT 八卦版問答中文語料 238 about 1 month ago
3 Million Instacart Orders, Open Sourced
ACM Multimedia Systems Conference Dataset Archive
A dataset for book recommendations: ten thousand books, one million ratings
A dataset for personalized highlight detection 49 about 6 years ago
A dataset of 200k English plaintext jokes. 598 almost 2 years ago
A large-scale and high-qualityFMA: A Dataset For Music Analysis dataset of annotated musical notes.
A large-scale dataset of manually annotated audio events
Alphabetical list of free/public domain datasets with text data for use in NLP 5,775 almost 2 years ago

Other Resources
Synthical AI-powered collaborative research environment. You can use it to get recommendations of articles based on reading history, simplify papers, find out what articles are trending, search articles by meaning (not just keywords), create and share folders of articles, see lists of articles from specific companies and universities, and so on

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