Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.
Awesome Lists | Featured Topics | Projects
https://github.com/dustinvtran/ml-videos

A collection of video resources for machine learning
https://github.com/dustinvtran/ml-videos
conference machine-learning statistics summer-schools video workshops
Last synced: 20 days ago
JSON representation
A collection of video resources for machine learning
Host: GitHub
URL: https://github.com/dustinvtran/ml-videos
Owner: dustinvtran
Created: 2017-01-25T01:02:58.000Z (almost 8 years ago)
Default Branch: master
Last Pushed: 2021-01-23T23:26:44.000Z (almost 4 years ago)
Last Synced: 2024-10-04T09:51:31.161Z (about 1 month ago)
Topics: conference, machine-learning, statistics, summer-schools, video, workshops
Size: 48.8 KB
Stars: 1,535
Watchers: 108
Forks: 214
Open Issues: 2
Metadata Files:
- Readme: README.md
Awesome Lists containing this project

README

        # Machine Learning Videos

This is a collection of recorded talks at machine learning conferences, workshops, seminars, summer schools, and miscellaneous programs. It is actively maintained; please add to this list by submitting a pull request!

This collection builds off the original compilation from [a blog post](http://dustintran.com/blog/video-resources-for-machine-learning).

## General

In general the following are excellent resources:

+ [VideoLectures.NET](http://videolectures.net/) is the primary video archive for machine learning. Much of its content focuses on the field, incorporating conferences, workshops, lectures, and even discussions.

+ [TechTalks.tv](http://techtalks.tv/) is the second most used archive. Notably, many ICML videos are located here.

+ [Slideslive](https://slideslive.com/) is recently being used by the ML community. Eg: ICML, NeurIPS, ICLR.

+ [Youtube](http://youtube.com/) contains a few, such as certain AISTATS and ICLR years. It's best for collecting lectures, such as by [Nando de Freitas](https://www.youtube.com/playlist?list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu) and [Alex Smola](https://www.youtube.com/playlist?list=PLZSO_6-bSqHTTV7w9u7grTXBHMH-mw3qn). Also, the user [mathematicalmonk](https://www.youtube.com/user/mathematicalmonk) has created several basic mathematical and probability overviews for many [ML methods](https://www.youtube.com/playlist?list=PLD0F06AA0D2E8FFBA).

+ [Models, Inference, & Algorithms](https://www.broadinstitute.org/scientific-community/science/mia/models-inference-algorithms) at the Broad Institute of MIT and Harvard has slide decks and a growing [playlist](https://www.youtube.com/playlist?list=PLlMMtlgw6qNjROoMNTBQjAcdx53kV50cS) on machine learning for biomedical research.

## 2020

+ [Conference on Learning Theory](https://www.youtube.com/playlist?list=PLCHBdlWR7RYw4LAGsUrCLamYRnBf9pTTT)

+ [Conference on Computer Vision and Pattern Recognition - Papers, Workshops, Tutorials](https://www.youtube.com/channel/UC0n76gicaarsN_Y9YShWwhw/playlists)

+ [International Conference on Machine Learning](https://slideslive.com/icml-2020)

+ International Conference on Learning Representations ([Keynote+Q&A](https://iclr.cc/virtual_2020/calendar.html)) ([Papers](https://iclr.cc/virtual_2020/papers.html?filter=keywords/))

+ [AAAI Conference on Artificial Intelligence](https://aaai.org/Conferences/AAAI-20/livestreamed-talks/)

## 2019

+ [Neural Information Processing Systems - Papers, Tutorials and Workshops](https://slideslive.com/neurips)

+ [Cognitive Computational Neuroscience](https://ccneuro.org/2019/videos.asp)

+ [Annual Conference of the North American Chapter of the Association for Computational Linguistics](https://vimeo.com/channels/1503729)

+ [International Joint Conference on Artificial Intelligence](https://www.facebook.com/pg/ijcai/videos)

+ [Conference on Learning Theory](https://www.youtube.com/playlist?list=PLCHBdlWR7RYz4jx6NPdnI_1rP3kj0E3G8)

+ International Conference on Computer Vision ([Oral Session](https://www.youtube.com/channel/UC0n76gicaarsN_Y9YShWwhw/videos))

+ Conference on Computer Vision and Pattern Recognition ([Oral Session](https://www.youtube.com/channel/UC0n76gicaarsN_Y9YShWwhw/videos))

+ [International Conference on Machine Learning](https://www.facebook.com/pg/icml.imls/videos/), alternate link ([[1]](https://slideslive.com/icml))

+ [Learning for Dynamics and Control](https://l4dc.mit.edu/videos/)

+ [International Conference on Learning Representations](https://www.facebook.com/pg/iclr.cc/videos/?ref=page_internal) ([Workshops](https://slideslive.com/iclr/))

+ [AAAI Conference on Artificial Intelligence](https://videos.videoken.com/index.php/videoscategory/aaai-2019/)

## 2018

+ [Cognitive Computational Neuroscience](https://ccneuro.org/2018/videos.asp)

+ [Empirical Methods on Natural Language Processing](https://vimeo.com/channels/1427394)

+ [Annual Meeting of the Association for Computational Linguistics](https://vimeo.com/showcase/5391494)

+ [Neural Information Processing Systems Workshop, Security in Machine Learning](https://www.youtube.com/playlist?list=PLFG9vaKTeJq4IpOje38YWA9UQu_COeNve)

+ [Neural Information Processing Systems - Tutorials, Spotlights and Posters](https://nips.cc/Conferences/2018/Videos)

+ [International Conference on Probabilistic Programming](https://www.youtube.com/playlist?list=PL_PW0E_Tf2qvXBEpl10Y39RULTN-ExzZQ)

+ [Deep|Bayes – Summer school on Deep Learning and Bayesian Methods, Moscow](https://www.youtube.com/playlist?list=PLe5rNUydzV9Q01vWCP9BV7NhJG3j7mz62)

+ [Deep Learning Summer School and Reinforcement Learning Summer School, Toronto](http://videolectures.net/DLRLsummerschool2018_toronto/)

+ [Conference on Learning Theory](https://www.youtube.com/playlist?list=PLCHBdlWR7RYzMjoGTatLItEhisi5sBNFh)

+ [Montreal AI Symposium](http://montrealaisymposium.com/)

+ [AAAI Conference on Artificial Intelligence](https://www.youtube.com/playlist?list=PL_9a5ic6GUim0HB71cILHmQwfdKiwZ-MG)

+ [Annual Meeting of the Cognitive Science Society](https://cogsci.tv/category/cogsci2018/) (pswd:cogscitv)

+ [Annual Conference of the North American Chapter of the Association for Computational Linguistics](https://vimeo.com/channels/naacl2018/videos/)

+ [International Joint Conference on Artificial Intelligence](https://www.facebook.com/pg/ijcaiconf/videos)

+ [International Conference on Machine Learning](https://www.facebook.com/pg/icml.imls/videos/)

+ [Conference on Computer Vision and Pattern Recognition](https://www.youtube.com/playlist?list=PL_bDvITUYucCIT8iNGW8zCXeY5_u6hg-y) ([Tutorials](https://www.youtube.com/playlist?list=PL_bDvITUYucD54Ym5XKGqTv9xNsrOX0aS), [Workshops](https://www.youtube.com/playlist?list=PL_bDvITUYucB5y7d9KbROEtrbLrE4IuR7))

+ [International Conference on Learning Representations](https://www.facebook.com/pg/iclr.cc/posts/)

+ [Data, Learning, and Inference](https://www.youtube.com/playlist?list=PL-tWvTpyd1VD0d5lXQS53QlQm0fxOcC17), including workshops ([[1]](https://www.youtube.com/watch?v=D6uqGwBGMgc&list=PL-tWvTpyd1VCXhZK7oIcb74-MvrH9Ea3c), [[2]](https://www.youtube.com/watch?v=2vxZbZC21Gg&list=PL-tWvTpyd1VAlbzhCpljlREd76Nlo1pOo))

+ [TensorFlow Dev Summit](https://www.youtube.com/playlist?list=PLQY2H8rRoyvxjVx3zfw4vA4cvlKogyLNN)

+ [Scaled Machine Learning](https://www.matroid.com/blog/post/slides-and-videos-from-scaledml-2018)

+ [SysML Conference](https://www.youtube.com/channel/UChutDKIa-AYyAmbT45s991g/videos?disable_polymer=1)

## 2017

+ [Annual Meeting of the Association for Computational Linguistics](https://vimeo.com/channels/acl2017)

+ Montreal AI Symposium [[Morning Session]](https://www.youtube.com/watch?v=02xIkHowQOk) [[Afternoon Session]](https://www.youtube.com/watch?v=cdcKwefTT6M)

+ [AAAI Conference on Artificial Intelligence](http://videolectures.net/aaai2017_sanfrancisco/)

+ [Annual Meeting of the Cognitive Science Society](https://cogsci.tv/category/cogsci2017/) (pswd:cogscitv)

+ [AI By the Bay](https://www.youtube.com/playlist?list=PLNESult6cnOk3Q8tjfSIWy49Fz37l0wZU) 

+ [International Conference on Machine Learning - Tutorials, Invited Talks and Papers](https://icml.cc/Conferences/2017/Videos)

+ [Neural Information Processing Systems Workshop, Deep Learning for Physical Sciences](https://www.youtube.com/playlist?list=PL6_fD5q0zQxshmFJCSBaA5Jglf62Ct4Vm)

+ [Neural Information Processing Systems Workshop, Approximate Inference](https://www.youtube.com/playlist?list=PLsatQfvo0v3sUhi3ijRme9MyqwLL5EOiG)

+ [Machine Learning Summer School, Tübingen, Germany](https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFUOvoYCdKikfck8YeUCnl9)

+ [Speech and Audio in the Northeast](https://www.youtube.com/playlist?list=PLBJWRPcgwk7tNLaBVu_S90ZQSblO3bwjg)

+ [Neural Information Processing Systems - Tutorials, Invited Talks, Papers and Symposiums](https://nips.cc/Conferences/2017/Videos)

+ [International Conference on Learning Representations](https://www.facebook.com/pg/iclr.cc/videos/?ref=page_internal)

+ [Deep Learning: Theory, Algorithms, and Applications](https://www.youtube.com/playlist?list=PLJOzdkh8T5kqCNV_v1w2tapvtJDZYiohW)

+ [Deep Reinforcement Learning Bootcamp](https://sites.google.com/view/deep-rl-bootcamp/lectures)

+ [Cognitive Computational Neuroscience](http://ccneuro.org/2017videos/)

+ [Gaussian Process Summer School, Sheffield](http://gpss.cc/gpss17/program)

+ [Empirical Methods on Natural Language Processing](https://vimeo.com/channels/emnlp2017)

+ [Deep Learning Summer School and Reinforcement Learning Summer School, Montreal](http://videolectures.net/deeplearning2017_montreal/)

+ [Computer Vision and Pattern Recognition - Spotlights, Orals and Tutorials](https://www.youtube.com/channel/UC0n76gicaarsN_Y9YShWwhw/playlists)

+ [GPU Technology Conference](http://on-demand-gtc.gputechconf.com/gtc-quicklink/g6VqzTi)

+ [Data, Learning, and Inference Workshop, Data Efficient Reinforcement Learning](https://www.youtube.com/playlist?list=PL-tWvTpyd1VAvDpxukup6w-SuZQQ7e8K8)

+ [Edinburgh Deep Learning Workshop](http://workshops.inf.ed.ac.uk/deep/deep2017/)

+ [Workshop on Validating and Expanding Approximate Bayesian Computation Methods](http://www.birs.ca/events/2017/5-day-workshops/17w5025/videos)

+ [TensorFlow Dev Summit](https://www.youtube.com/playlist?list=PLOU2XLYxmsIKGc_NBoIhTn2Qhraji53cv)

+ [Foundations of Machine Learning Boot Camp, Simons Institute](https://simons.berkeley.edu/workshops/schedule/3748)

+ [StanCon](https://www.youtube.com/watch?v=DJ0c7Bm5Djk)

## 2016

+ [Empirical Methods on Natural Language Processing](https://vimeo.com/channels/emnlp2016)

+ [AAAI Conference on Artificial Intelligence](http://videolectures.net/aaai2016_phoenix/)

+ [European Conference on Computer Vision](http://videolectures.net/eccv2016_amsterdam/)

+ [Computer Vision and Pattern Recognition](https://www.youtube.com/channel/UC0n76gicaarsN_Y9YShWwhw/playlists)

+ [Neural Information Processing Systems Workshop, Nonconvex Optimization: Theory and Practice](https://www.youtube.com/playlist?list=PLSkaTb2vk5tATPJB_VTgguwmS89GVznN0)

+ [Neural Information Processing Systems Symposium, RNN and Other Machines That Learn Algorithms](https://www.youtube.com/playlist?list=PLPwzH56Rdmq4hcuEMtvBGxUrcQ4cAkoSc)

+ [Neural Information Processing Systems Workshop, Bayesian Deep Learning](https://www.youtube.com/playlist?list=PLrcr1zcpLZb7paw9LNgx-zsCr-PstjBM6)

+ [Neural Information Processing Systems Workshop, Reliable Machine Learning in the Wild](https://sites.google.com/site/wildml2016nips/schedule)

+ [Neural Information Processing Systems Workshop, Approximate Inference](https://www.youtube.com/playlist?list=PL8Yb49e5zFuztzY4wZRp_XIj6PREg3pw8)

+ [Neural Information Processing Systems Workshop, Adversarial Training](https://www.youtube.com/playlist?list=PLJscN9YDD1buxCitmej1pjJkR5PMhenTF)

+ [Neural Information Processing Systems](https://nips.cc/Conferences/2016/Schedule)

+ [Bay Area Deep Learning School](https://www.bayareadlschool.org/)

+ [Deep Learning, Tools and Methods Workshop](https://portal.klewel.com/watch/webcast/deep-learning-tools-and-methods-workshop/)

+ [Knowledge Discovery and Data Mining](https://www.youtube.com/channel/UCPsUUDUlcTJuP-fRa7z85aQ/playlists)

+ [Deep Learning Summer School, Montreal](http://videolectures.net/deeplearning2016_montreal/)

+ [Uncertainty in Computation, Simons Institute](https://simons.berkeley.edu/workshops/logic2016-1)

+ [Machine Learning Summer School, Peru](http://www.ucsp.edu.pe/ciet/mlss16/speakers.html)

+ [International Conference on Machine Learning](http://techtalks.tv/icml/2016/)

+ [Machine Learning Summer School, Cadiz](http://learning.mpi-sws.org/mlss2016/videos/)

+ [International Conference on Learning Representations](http://videolectures.net/iclr2016_san_juan/)

## 2015

+ [Empirical Methods on Natural Language Processing](https://vimeo.com/channels/emnlp2015)

+ [Computer Vision and Pattern Recognition](http://techtalks.tv/cvpr/2015/)

+ [International Conference on Computer Vision](http://videolectures.net/iccv2015_santiago/)

+ [Neural Information Processing Systems](https://nips.cc/Conferences/2015/Schedule)

+ [Gaussian Process Summer School, Sheffield](https://www.youtube.com/playlist?list=PLhoHEZlJjdQJLRUSE9_55eXkwNXKTiNQF)

+ [Deep Learning Summer School, Montreal](http://videolectures.net/deeplearning2015_montreal/)

+ [International Conference on Machine Learning](http://videolectures.net/icml2015_lille/)

+ [Uncertainty in Artificial Intelligence](https://www.youtube.com/channel/UCXDf7Y4KMcqPWHriorcMDNg/videos)

+ [Arthur M. Sackler Colloquia: Drawing Causal Inference from Big Data](https://www.youtube.com/playlist?list=PLGJm1x3XQeK0NgFOX2Z7Wt-P5RU5Zv0Hv)

+ [International Conference on Learning Representations](https://www.youtube.com/playlist?list=PLhiWXaTdsWB8PnrVZquVyqlRFWXM4ijYz)

+ [Conference on Learning Theory](http://videolectures.net/colt2015_paris/)

+ [Machine Learning Summer School, Tübingen](http://mlss.tuebingen.mpg.de/2015/speakers.html)

+ [Machine Learning Summer School, Sydney](https://www.youtube.com/channel/UCT1k2e63pqm_VSXmaF21n6g/videos)

## 2014

+ [Computer Vision and Pattern Recognition - Oral](http://techtalks.tv/cvpr-2014-oral-talks/)

+ [Computer Vision and Pattern Recognition - Spotlights](http://techtalks.tv/cvpr-2014-video-highlights/)

+ [European Conference on Computer Vision](http://videolectures.net/eccv2014_zurich/)

+ [UToronto Workshop on Big Data and Statistical Machine Learning](http://www.fields.utoronto.ca/video-archive/event/316/2014)

+ [Neural Information Processing Systems](https://nips.cc/Conferences/2014/Schedule)

+ [Gaussian Process Summer School, Sheffield](https://www.youtube.com/playlist?list=PLhoHEZlJjdQKgrpK70Ym04Ju3-9W-QXns)

+ [Machine Learning Summer School, Pittsburgh](https://www.youtube.com/playlist?list=PLZSO_6-bSqHQCIYxE3ycGLXHMjK3XV7Iz)

+ [International Conference on Machine Learning](http://techtalks.tv/icml2014/)

+ [Conference on Learning Theory](http://videolectures.net/colt2014_barcelona/)

+ [Artificial Intelligence and Statistics](https://www.youtube.com/channel/UCQeS3L6d-S6ZeCQChFyK5Uw)

## 2013

+ [International Conference on Computer Vision](http://techtalks.tv/iccv2013/)

+ [Gaussian Process Winter School, Sheffield](https://www.youtube.com/playlist?list=PLhoHEZlJjdQKI1cs5yPRUYdgcsE0HctoQ)

+ [Machine Learning Summer School, Iceland](https://www.youtube.com/channel/UC3ywjSv5OsDiDAnOP8C1NiQ)

+ [Neural Information Processing Systems](https://nips.cc/Conferences/2013/Schedule)

+ [Neural Information Processing Systems Workshops](http://videolectures.net/nipsworkshops2013_laketahoe/)

+ [International Conference on Machine Learning](http://techtalks.tv/icml2013/)

+ [Machine Learning Summer School, Tübingen](https://www.youtube.com/playlist?list=PLqJm7Rc5-EXFv6RXaPZzzlzo93Hl0v91E)

+ [Conference on Learning Theory](http://videolectures.net/colt2013_princeton/)

+ [Harvard Institute for Quantitative Social Science, Applied Statistics Workshop](https://www.youtube.com/playlist?list=PLLoKvRqQVbtI-ZhBpBrKT2KllP5dH8O0M)

## 2012

+ [Brown ICERM workshops](https://icerm.brown.edu/video_archive/) (the [2012 Bayesian nonparametrics](https://icerm.brown.edu/sp-f12-w1/) is particularly good)

+ [Neural Information Processing Systems](http://videolectures.net/nips2012_laketahoe/)

+ [Uncertainty in Artificial Intelligence](http://videolectures.net/uai2012_catalinaislands/)

+ [International Conference on Machine Learning](http://techtalks.tv/search/results/?q=icml+2012)

+ [AAAI Conference on Artificial Intelligence](http://videolectures.net/aaai2012_toronto/)

## 2011

+ [Neural Information Processing Systems](http://videolectures.net/nips2011_granada/)

+ [Neural Information Processing Systems Workshops](http://videolectures.net/nipsworkshops2011_sierranevada/)

+ [Uncertainty in Artificial Intelligence](http://videolectures.net/uai2011_barcelona/)

+ [Conference on Learning Theory](http://videolectures.net/colt2011_budapest/)

+ [Artificial Intelligence and Statistics](http://videolectures.net/aistats2011_fortlauderdale/)

## 2010

+ [Neural Information Processing Systems](http://videolectures.net/nips2010_vancouver/)

+ [International Conference on Machine Learning](http://videolectures.net/icml2010_haifa/)

+ [Artificial Intelligence and Statistics](http://videolectures.net/aistats2010_sardinia/)

## 2009

+ [Neural Information Processing Systems](http://videolectures.net/nips09_vancouver/)

+ [Machine Learning Summer School, Cambridge](http://videolectures.net/mlss09uk_cambridge/)

+ [International Conference on Machine Learning](http://videolectures.net/icml09_montreal/)

## 2008

+ [Knowledge Discovery and Data Mining](http://videolectures.net/kdd08_las_vegas/)

+ [Uncertainty in Artificial Intelligence](http://videolectures.net/uai08_helsinki/)

+ [International Conference on Machine Learning](http://videolectures.net/icml08_helsinki/)

## 2007

+ [International Conference on Machine Learning](http://videolectures.net/icml07_corvallis/)

## 2006

+ [Neural Information Processing Systems](http://videolectures.net/nips06_whistler/)

## 2005

+ [Neural Information Processing Systems Workshop: Kernels](http://videolectures.net/nips05_whistler/)

+ [International Conference on Machine Learning](http://videolectures.net/icml05_bonn/)