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.
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.
- 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
- 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
- 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
- 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
- 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
- Neural Information Processing Systems
- Neural Information Processing Systems Workshops
- Uncertainty in Artificial Intelligence
- Conference on Learning Theory
- Artificial Intelligence and Statistics
- Neural Information Processing Systems
- International Conference on Machine Learning
- Artificial Intelligence and Statistics
- Neural Information Processing Systems
- Machine Learning Summer School, Cambridge
- International Conference on Machine Learning