awesome-deeplearning-resources
by endymecy
Deep Learning and deep reinforcement learning research papers and some codes
AI summary
Deep Learning Hub
A curated collection of deep learning research papers, models, codes, courses, books, and software resources.
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What's in the list
153 links in 25 sections, with live GitHub stats.activeno commit in 2y
Links
2021 year
Links
2020 year
Links
2019 year
Links
2018 year
Links
2017 year
Links
2016 year
Links
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
Available pretrained word embeddings
Caffe2 Model RepositoryCourses
- CS294: Deep Reinforcement Learning
[Berkeley]
- Stat212b：Topics Course on Deep Learning
[Berkeley]
- Neural networks for NLP
[CMU] )
Books
Tutorials
TensorFlow tutorialsSoftware
Descriptive Deep Learning.Software / Machine learning in Python.
Semi-supervised learning frameworks for PythonSoftware
Applications
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 model for style-specific music generation
使用PyTorch实现Char RNN生成古诗和周杰伦的歌词
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
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
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
Attention based Neural Machine Translation for KerasAwesome Projects
A curated list of automated machine learning papers, articles, tutorials, slides and projects
A curated list of awesome Machine Learning frameworks, libraries and software.
A curated list of awesome places to learn and/or practice algorithms.
A curated list of awesome R packages and tools
A curated list of awesome SLAM tutorials, projects and communities.
A curated list of resources dedicated to bridge between coginitive science and deep learning
A curated list of resources dedicated to Natural Language Processing (NLP)
A curated list of resources for NLP (Natural Language Processing) for Chinese
Another curated list of deep learning resources
A list of deep learning implementations in biology
Awesome-2vec
Awesome Action RecognitionCorpus
用于对话系统的中英文语料
中文对白语料 chinese conversation corpus
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
保险行业语料库
PTT 八卦版問答中文語料
A dataset for personalized highlight detection
A dataset of 200k English plaintext jokes.
Alphabetical list of free/public domain datasets with text data for use in NLPOther 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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