之前遇到的一些数据集，自己收集一下，归到一起使用方便，可能不是很全，持续更新汇总。。。
1. Image Datasets — 图像数据集
2. Speech Datasets — 语音数据集
| Dataset | Link |
|---|---|
| Google Audioset | https://research.google.com/audioset/dataset/index.html |
| TIMIT | http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=LDC93S1 |
| VoxForge | http://www.voxforge.org/ |
| 2000 HUB5 English | https://catalog.ldc.upenn.edu/LDC2002T43 |
| LibriSpeech | http://www.openslr.org/12/ |
| VoxCeleb | http://www.robots.ox.ac.uk/~vgg/data/voxceleb/ |
| Open SLR | https://www.openslr.org/51 |
| CALLHOME American English Speech | https://catalog.ldc.upenn.edu/LDC97S42 |
3. Text Datasets — 文本数据集
| Dataset | Link |
|---|---|
| English Broadcast News | https://catalog.ldc.upenn.edu/LDC97S44 |
| SQuAD | https://rajpurkar.github.io/SQuAD-explorer/ |
| Billion Word Dataset | http://www.statmt.org/lm-benchmark/ |
| 20 Newsgroups | http://qwone.com/~jason/20Newsgroups/ |
| Google Books Ngrams | https://aws.amazon.com/datasets/google-books-ngrams/ |
| UCI Spambase | https://archive.ics.uci.edu/ml/datasets/Spambase |
| Common Crawl | http://commoncrawl.org/the-data/ |
| Yelp Open Dataset | https://www.yelp.com/dataset |
4. Natural Language Datasets — 自然语言数据集
| Dataset | Link |
|---|---|
| Web 1T 5-gram | https://catalog.ldc.upenn.edu/LDC2006T13 |
| Blizzard Challenge 2018 | https://www.synsig.org/index.php/Blizzard_Challenge_2018 |
| Flickr personal taxonomies | https://www.isi.edu/~lerman/downloads/flickr/flickr_taxonomies.html |
| Multi-Domain Sentiment Dataset | http://www.cs.jhu.edu/~mdredze/datasets/sentiment/ |
| Enron Email Dataset | https://www.cs.cmu.edu/~./enron/ |
| Blogger Corpus | http://u.cs.biu.ac.il/~koppel/BlogCorpus.htm |
| Wikipedia Links Data | https://code.google.com/archive/p/wiki-links/downloads |
| Gutenberg eBooks List | http://www.gutenberg.org/wiki/Gutenberg:Offline_Catalogs |
| SMS Spam Collection | http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/ |
| UCI’s Spambase data | https://archive.ics.uci.edu/ml/datasets/Spambase |
5. Geospatial Datasets — 地理空间数据集
| Dataset | Link |
|---|---|
| OpenStreetMap | https://www.openstreetmap.org |
| Landsat8 | https://landsat.gsfc.nasa.gov/landsat-8/ |
| NEXRAD | https://www.ncdc.noaa.gov/data-access/radar-data/nexrad |
| ESRI Open data | https://hub.arcgis.com/pages/open-data |
| USGS EarthExplorer | https://earthexplorer.usgs.gov/ |
| OpenTopography | https://opentopography.org/ |
| NASA SEDAC | https://sedac.ciesin.columbia.edu/ |
| NASA Earth Observations | https://neo.sci.gsfc.nasa.gov/ |
| Terra Populus | https://terra.ipums.org/ |
6. Recommender Systems Datasets — 推荐系统数据集
| Dataset | Link |
|---|---|
| Movielens | https://grouplens.org/datasets/movielens/ |
| Million Song Dataset | https://www.kaggle.com/c/msdchallenge |
| Last.fm | https://grouplens.org/datasets/hetrec-2011/ |
| Book-crossing Dataset | http://www2.informatik.uni-freiburg.de/~cziegler/BX/ |
| Jester | https://goldberg.berkeley.edu/jester-data/ |
| Netflix Prize | https://www.netflixprize.com/ |
| Pinterest Fashion Compatibility | http://cseweb.ucsd.edu/~jmcauley/datasets.html#pinterest |
| Amazon Question and Answer Data | http://cseweb.ucsd.edu/~jmcauley/datasets.html#amazon_qa |
| Social Circles Data | http://cseweb.ucsd.edu/~jmcauley/datasets.html#socialcircles |
7. Economics and Finance Datasets — 经济和金融数据集
| Dataset | Link |
|---|---|
| Quandl | https://www.quandl.com/ |
| World Bank Open Data | https://data.worldbank.org/ |
| IMF Data | https://www.imf.org/en/Data |
| Financial Times Market Data | https://markets.ft.com/data/ |
| Google Trends | https://trends.google.com/trends/?q=google&ctab=0&geo=all&date=all&sort=0 |
| American Economic Association | https://www.aeaweb.org/resources/data/us-macro-regional |
| US stock Data | https://github.com/eliangcs/pystock-data |
| World Factbook | https://www.cia.gov/library/publications/download/ |
| Dow Jones Index Data Set | http://archive.ics.uci.edu/ml/datasets/Dow+Jones+Index |
8. Autonomous Vehicles Datasets — 自动驾驶数据集
| Dataset | Link |
|---|---|
| BDD100k | https://bdd-data.berkeley.edu/ |
| Baidu Apolloscapes | http://apolloscape.auto/ |
| Comma.ai | https://archive.org/details/comma-dataset |
| Oxford’s Robotic Car | https://robotcar-dataset.robots.ox.ac.uk/ |
| Cityscape Dataset | https://www.cityscapes-dataset.com/ |
| CSSAD Dataset | http://aplicaciones.cimat.mx/Personal/jbhayet/ccsad-dataset |
| KUL Belgium Traffic Sign Dataset | http://www.vision.ee.ethz.ch/~timofter/traffic_signs/ |
| LISA | http://cvrr.ucsd.edu/LISA/datasets.html |
| Bosch Small Traffic Light | https://hci.iwr.uni-heidelberg.de/node/6132 |
| LaRa Traffic Light Recognition | http://www.lara.prd.fr/benchmarks/trafficlightsrecognition |
| WPI Datasets | http://computing.wpi.edu/dataset.html |
Reference：
《A review of deep learning with special emphasis on architectures,
applications and recent trends》