ml-ai-nlp-ir / ml-videos

A collection of video resources for machine learning

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.

General

In general the following are excellent resources:

• 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 is the second most used archive. Notably, many ICML videos are located here.
• Youtube contains a few, such as certain AISTATS and ICLR years. It's best for collecting lectures, such as by Nando de Freitas and Alex Smola.

2017

• Foundations of Machine Learning Boot Camp, Simons Institute

2016

• Neural Information Processing Systems
• Bay Area Deep Learning School
• Deep Learning Summer School, Montreal
• Uncertainty in Computation, Simons Institute
• Machine Learning Summer School, Peru
• International Conference on Machine Learning
• Machine Learning Summer School, Cadiz
• International Conference on Learning Representations

2015

• Neural Information Processing Systems
• Gaussian Process Summer School, Sheffield
• Deep Learning Summer School, Montreal
• Uncertainty in Artificial Intelligence
• Arthur M. Sackler Colloquia: Drawing Causal Inference from Big Data
• International Conference on Learning Representations
• Conference on Learning Theory
• Machine Learning Summer School, Tübingen
• Machine Learning Summer School, Sydney

2014

• UToronto Workshop on Big Data and Statistical Machine Learning
• Neural Information Processing Systems
• Gaussian Process Summer School, Sheffield
• Machine Learning Summer School, Pittsburgh
• International Conference on Machine Learning
• Conference on Learning Theory
• Artificial Intelligence and Statistics

2013

• Gaussian Process Winter School, Sheffield
• Machine Learning Summer School, Iceland
• Neural Information Processing Systems
• Neural Information Processing Systems Workshops
• International Conference on Machine Learning
• Machine Learning Summer School, Tübingen
• Conference on Learning Theory
• Harvard Institute for Quantitative Social Science, Applied Statistics Workshop

2012

• Brown ICERM workshops (the 2012 Bayesian nonparametrics is particularly good)
• Neural Information Processing Systems
• Uncertainty in Artificial Intelligence
• International Conference on Machine Learning
• AAAI Conference on Artificial Intelligence

2011

• Neural Information Processing Systems
• Neural Information Processing Systems Workshops
• Uncertainty in Artificial Intelligence
• Conference on Learning Theory
• Artificial Intelligence and Statistics

2010

• Neural Information Processing Systems
• International Conference on Machine Learning
• Artificial Intelligence and Statistics

2009

• Neural Information Processing Systems
• Machine Learning Summer School, Cambridge
• International Conference on Machine Learning

2008

• Knowledge Discovery and Data Mining
• Uncertainty in Artificial Intelligence
• International Conference on Machine Learning

2007

• International Conference on Machine Learning

2006

• Neural Information Processing Systems

2005

• Neural Information Processing Systems Workshop: Kernels
• International Conference on Machine Learning