2019-01-06 08:15:18 +00:00
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# Awesome AI Awesomeness
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A curated list of awesome awesomeness about artificial intelligence(AI).
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If you want to contribute to this list (please do), send me a pull request.
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# Table of Contents
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<!-- MarkdownTOC depth=4 -->
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- [Artificial Intelligence(AI)](#AI)
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- [Machine Learning(ML)](#ML)
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- [Deep Learning(DL)](#DL)
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- [Computer Vision(CV)](#CV)
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- [Natural Language Processing(NLP)](#NLP)
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2019-03-14 16:46:12 +00:00
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- [Speech Recognition](#SR)
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- [Other Research Topics](#ORT)
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2019-01-06 08:15:18 +00:00
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- [Programming Languages](#PL)
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- [Framework](#Framework)
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<a name="AI"></a>
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# Artificial Intelligence(AI)
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- [AI](https://github.com/owainlewis/awesome-artificial-intelligence)
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- [AI-Use-Cases](https://github.com/faktionai/awesome-ai-usecases)
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2019-04-09 12:14:43 +00:00
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- [AI residency programs information](https://github.com/ankitshah009/all-about-ai-residency)
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2019-01-06 08:15:18 +00:00
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<a name="ML"></a>
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2019-04-09 12:14:43 +00:00
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2019-01-06 08:15:18 +00:00
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# Machine Learning(ML)
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- [ML](https://github.com/josephmisiti/awesome-machine-learning)
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- [ML-Source-Code](https://github.com/src-d/awesome-machine-learning-on-source-code)
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- [ML-CN](https://github.com/jobbole/awesome-machine-learning-cn)
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- [Adversarial-ML](https://github.com/yenchenlin/awesome-adversarial-machine-learning)
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- [Quantum-ML](https://github.com/krishnakumarsekar/awesome-quantum-machine-learning)
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2019-03-05 14:14:35 +00:00
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- [3D-Machine-Learning](https://github.com/timzhang642/3D-Machine-Learning)
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2019-04-10 06:36:56 +00:00
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- [Machine Learning Interpretability](https://github.com/jphall663/awesome-machine-learning-interpretability)
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2019-04-15 16:54:09 +00:00
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- [Machine Learning System](https://github.com/HuaizhengZhang/Awesome-System-for-Machine-Learning)
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2019-04-18 04:49:15 +00:00
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- [Mobile Machine Learning](https://github.com/fritzlabs/Awesome-Mobile-Machine-Learning)
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2019-01-06 08:15:18 +00:00
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<a name="DL"></a>
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2019-04-10 06:36:56 +00:00
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2019-01-06 08:15:18 +00:00
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# Deep Learning(DL)
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- [DL](https://github.com/ChristosChristofidis/awesome-deep-learning)
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- [DL-Papers](https://github.com/terryum/awesome-deep-learning-papers)
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- [DL-Resources](https://github.com/guillaume-chevalier/Awesome-Deep-Learning-Resources)
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- [DeepLearning-500-questions](https://github.com/scutan90/DeepLearning-500-questions)
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2019-03-27 09:55:09 +00:00
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- [Deep-Learning-in-Production](https://github.com/ahkarami/Deep-Learning-in-Production)
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2019-04-10 06:41:52 +00:00
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- [DNN Compression and Acceleration](https://github.com/MingSun-Tse/EfficientDNNs)
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2019-04-15 16:54:09 +00:00
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- [Architecture Search](https://github.com/markdtw/awesome-architecture-search)
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2019-01-06 08:15:18 +00:00
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<a name="CV"></a>
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2019-04-10 06:41:52 +00:00
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2019-01-06 08:15:18 +00:00
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# Computer Vision(CV)
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- [CV](https://github.com/jbhuang0604/awesome-computer-vision)
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- [CV2](https://github.com/kjw0612/awesome-deep-vision)
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- [CV-People](Awesome-People-in-Computer-Vision)
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- Research Topics
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2019-02-11 04:11:54 +00:00
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- [Image Classification](https://github.com/weiaicunzai/awesome-image-classification)
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2019-03-15 14:19:17 +00:00
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- [imgclsmob](https://github.com/osmr/imgclsmob)
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2019-01-06 08:15:18 +00:00
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- [Object Detection](https://github.com/amusi/awesome-object-detection)
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2019-02-27 13:15:40 +00:00
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- [Video Object Detection](https://github.com/huanglianghua/video-detection-paper-list)
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2019-03-25 12:44:51 +00:00
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- Face
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- [Face Detection & Recognition](https://github.com/ChanChiChoi/awesome-Face_Recognition)
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- [awesome-face](https://github.com/polarisZhao/awesome-face)
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2019-04-19 08:27:57 +00:00
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- [Facial Expression Recognition (FER)](https://github.com/EvelynFan/AWESOME-FER)
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2019-04-10 12:47:28 +00:00
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- Image Segmentation
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- [Semantic Segmentation](https://github.com/mrgloom/awesome-semantic-segmentation)
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- [Segmentation.X](https://github.com/wutianyiRosun/Segmentation.X)
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2019-04-21 16:47:38 +00:00
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- [Panoptic Segmentation](https://github.com/Angzz/awesome-panoptic-segmentation)
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2019-03-06 02:55:36 +00:00
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- [Object Tracking](https://github.com/foolwood/benchmark_results)
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2019-01-06 08:15:18 +00:00
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- [Multi-Object Tracking](https://github.com/SpyderXu/multi-object-tracking-paper-list)
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- [Pose estimation](https://github.com/wjbKimberly/pose_estimation_CVPR_ECCV_2018)
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2019-02-06 03:30:30 +00:00
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- Human Pose estimation
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- [Human Pose estimation 1](https://github.com/cbsudux/awesome-human-pose-estimation)
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- [Human Pose estimation 2](https://github.com/wangzheallen/awesome-human-pose-estimation)
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2019-01-06 08:15:18 +00:00
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- [Hand Pose estimation](https://github.com/xinghaochen/awesome-hand-pose-estimation)
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2019-02-17 10:08:30 +00:00
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- Scene Text
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- [Scene Text Localization and Recognition](https://github.com/chongyangtao/Awesome-Scene-Text-Recognition)
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2019-03-19 14:08:10 +00:00
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- [Scene Text Localization & Recognition Resources](https://github.com/whitelok/image-text-localization-recognition)
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2019-02-17 10:08:30 +00:00
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- [Scene Text Detection and Recognition](https://github.com/Jyouhou/SceneTextPapers)
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2019-04-20 13:59:20 +00:00
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- Super Resolution
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- [Video Super Resolution](https://github.com/LoSealL/VideoSuperResolution)
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2019-04-21 16:41:59 +00:00
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- 3D
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- [3D Reconstruction](https://github.com/openMVG/awesome_3DReconstruction_list)
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2019-03-04 05:14:32 +00:00
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- [OCR](https://github.com/kba/awesome-ocr)
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2019-03-20 16:26:03 +00:00
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- Re-ID
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- [Person Re-ID](https://github.com/bismex/Awesome-person-re-identification)
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- [Vehicle Re-ID](https://github.com/knwng/awesome-vehicle-re-identification)
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2019-01-06 08:15:18 +00:00
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- [Image Captioning](https://github.com/zhjohnchan/awesome-image-captioning)
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- [Question Answering](https://github.com/dapurv5/awesome-question-answering)
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- [Crowd Counting](https://github.com/gjy3035/Awesome-Crowd-Counting)
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- [Lane Detection](https://github.com/amusi/awesome-lane-detection)
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2019-03-28 14:01:23 +00:00
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- Image Retrieval
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- [Awesome image retrieval papers (1)](https://github.com/willard-yuan/awesome-cbir-papers)
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- [Awesome image retrieval papers (2)](https://github.com/lgbwust/awesome-image-retrieval-papers)
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2019-03-01 09:26:59 +00:00
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- [Medical Imaging](https://github.com/fepegar/awesome-medical-imaging)
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2019-04-11 15:49:30 +00:00
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- [Medical Data](https://github.com/beamandrew/medical-data)
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- [Medical imaging datasets](https://github.com/sfikas/medical-imaging-datasets)
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2019-03-01 09:26:59 +00:00
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- [Awesome GAN for Medical Imaging](https://github.com/xinario/awesome-gan-for-medical-imaging)
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2019-04-11 15:49:30 +00:00
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- [Deep Learning for Medical Applications](https://github.com/albarqouni/Deep-Learning-for-Medical-Applications)
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2019-03-20 02:43:55 +00:00
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- [Image Inpainting](https://github.com/1900zyh/Awesome-Image-Inpainting)
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2019-04-18 13:55:40 +00:00
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- [Image Dehazing](https://github.com/youngguncho/awesome-dehazing)
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2019-03-21 08:38:19 +00:00
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- Image Denoising
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- [reproducible-image-denoising-state-of-the-art](https://github.com/wenbihan/reproducible-image-denoising-state-of-the-art)
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- [Image-Denoising-State-of-the-art](https://github.com/flyywh/Image-Denoising-State-of-the-art)
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2019-03-28 03:49:39 +00:00
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- [Image to Image](https://github.com/lzhbrian/image-to-image-papers)
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2019-04-15 16:54:09 +00:00
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- [Video Analysis](https://github.com/HuaizhengZhang/Awsome-Deep-Learning-for-Video-Analysis)
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2019-01-06 08:15:18 +00:00
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<a name="NLP"></a>
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2019-03-20 02:43:55 +00:00
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2019-01-06 08:15:18 +00:00
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# Natural Language Processing(NLP)
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- [NLP](https://github.com/keon/awesome-nlp)
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- [NLP-progress](https://github.com/sebastianruder/NLP-progress)
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- [CoreNLP](https://github.com/stanfordnlp/CoreNLP)
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- [NLPIR](https://github.com/NLPIR-team/NLPIR)
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- [nlp_course](https://github.com/yandexdataschool/nlp_course)
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- [nlp-datasets](https://github.com/niderhoff/nlp-datasets)
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- [nlp-reading-group](https://github.com/clulab/nlp-reading-group)
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2019-01-16 02:05:10 +00:00
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- [Awesome-Chinese-NLP](https://github.com/crownpku/Awesome-Chinese-NLP): 中文自然语言处理相关资料
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2019-01-06 08:15:18 +00:00
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- [awesome-dl4nlp](https://github.com/brianspiering/awesome-dl4nlp)
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2019-03-20 10:45:02 +00:00
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- [awesome-sentence-embedding](https://github.com/Separius/awesome-sentence-embedding)
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2019-01-06 08:15:18 +00:00
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2019-03-14 16:46:12 +00:00
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<a name="SR"></a>
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# Speech Recognition
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- [speech_recognition](https://github.com/Uberi/speech_recognition)
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- [awesome-speech-recognition-speech-synthesis-papers](https://github.com/zzw922cn/awesome-speech-recognition-speech-synthesis-papers)
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<a name="ORT"></a>
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# Other Research Topics
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2019-01-06 08:15:18 +00:00
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2019-04-04 04:42:33 +00:00
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- [Capsule Networks](https://github.com/sekwiatkowski/awesome-capsule-networks)
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2019-04-19 13:41:56 +00:00
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- GAN
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- [really-awesome-gan](https://github.com/nightrome/really-awesome-gan)
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- [AdversarialNetsPapers](https://github.com/zhangqianhui/AdversarialNetsPapers)
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- [the-gan-zoo](https://github.com/hindupuravinash/the-gan-zoo)
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- [Keras-GAN](https://github.com/eriklindernoren/Keras-GAN)
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- [gans-awesome-applications](https://github.com/nashory/gans-awesome-applications): Curated list of awesome GAN applications and demo
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2019-02-06 03:30:30 +00:00
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- [SLAM](https://github.com/kanster/awesome-slam)
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- [VSLAM](https://github.com/tzutalin/awesome-visual-slam)
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2019-02-27 13:24:10 +00:00
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- [SLAM(Chinese)](https://github.com/YiChenCityU/Recent_SLAM_Research)
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2019-04-18 13:55:40 +00:00
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- [SLAM Datasets](https://github.com/youngguncho/awesome-slam-datasets)
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2019-04-23 07:07:05 +00:00
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- [NAS](https://github.com/D-X-Y/Awesome-NAS)
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2019-04-19 13:41:56 +00:00
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- [Graph Neural Networks(GNN)](https://github.com/thunlp/GNNPapers)
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2019-01-21 02:31:59 +00:00
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- [Reinforcement Learning](https://github.com/aikorea/awesome-rl)
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2019-05-03 07:48:20 +00:00
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- [Implementation of Reinforcement Learning Algorithms](https://github.com/dennybritz/reinforcement-learning)
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2019-02-06 03:30:30 +00:00
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- [Transfer Learning](https://github.com/jindongwang/transferlearning)
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- [Zero-Shot Learning](https://github.com/chichilicious/awesome-zero-shot-learning)
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- [Few-Shot Learning](https://github.com/e-271/awesome-few-shot-learning)
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- [Meta-Learning](https://github.com/dragen1860/awesome-meta-learning)
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- [Self-Supervised](https://github.com/jason718/awesome-self-supervised-learning)
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- [Graph Embedding](https://github.com/benedekrozemberczki/awesome-graph-embedding)
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- [Incremental Learning](https://github.com/xialeiliu/Awesome-Incremental-Learning)
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2019-02-26 09:04:14 +00:00
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- [AutoML](https://github.com/hibayesian/awesome-automl-papers)
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2019-04-29 06:57:56 +00:00
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- [AutoML-and-Lightweight-Models](https://github.com/guan-yuan/awesome-AutoML-and-Lightweight-Models)
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2019-03-11 08:27:47 +00:00
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- [Model Compression](https://github.com/cedrickchee/awesome-ml-model-compression)
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2019-04-16 04:32:29 +00:00
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- [EfficientDNNs](https://github.com/MingSun-Tse/EfficientDNNs)
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2019-03-11 08:27:47 +00:00
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- [Model Compression and Acceleration](https://github.com/memoiry/Awesome-model-compression-and-acceleration)
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2019-03-27 02:45:37 +00:00
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- [Domain Adaptation](https://github.com/zhaoxin94/awsome-domain-adaptation)
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2019-03-28 17:25:09 +00:00
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- [Robotics](https://github.com/kiloreux/awesome-robotics)
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2019-04-01 03:50:26 +00:00
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- [Recommender Systems](https://github.com/robi56/Deep-Learning-for-Recommendation-Systems)
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2019-04-18 04:44:10 +00:00
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- [Autonomous Vehicles](https://github.com/takeitallsource/awesome-autonomous-vehicles)
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2019-04-25 04:26:15 +00:00
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- [Lidar Point cloud processing for Autonomous Driving](https://github.com/beedotkiran/Lidar_For_AD_references)
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2019-04-24 06:49:10 +00:00
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- [Anomaly Detection](https://github.com/yzhao062/anomaly-detection-resources)
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2019-04-25 18:05:00 +00:00
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- [Point Cloud Analysis](https://github.com/Yochengliu/awesome-point-cloud-analysis)
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2019-05-02 08:02:08 +00:00
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- [Affective_Computing](https://github.com/suzana-ilic/Deep_Learning_Affective_Computing)
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2019-01-06 08:15:18 +00:00
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<a name="PL"></a>
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2019-03-11 04:24:33 +00:00
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2019-01-06 08:15:18 +00:00
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# Programming Languages
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- [C](https://notabug.org/koz.ross/awesome-c)
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- [C++](https://github.com/fffaraz/awesome-cpp)
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- [Python](https://github.com/vinta/awesome-python)
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- [JAVA](https://github.com/akullpp/awesome-java)
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- [JavaScript](awesome-javascript)
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- [Julia](https://github.com/svaksha/Julia.jl)
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- [MATLAB](https://github.com/uhub/awesome-matlab)
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- [R](https://github.com/qinwf/awesome-R)
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<a name="Framework"></a>
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# Framework
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- [TensorFlow](https://github.com/jtoy/awesome-tensorflow)
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- [PyTorch](https://github.com/bharathgs/Awesome-pytorch-list)
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- [Keras](https://github.com/fchollet/keras-resources)
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- [MXNet](https://github.com/chinakook/Awesome-MXNet)
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- [Caffe](https://github.com/MichaelXin/Awesome-Caffe)
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- [Torch](https://github.com/carpedm20/awesome-torch)
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- [Chainer](awesome-chainer)
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