A machine learning summer school lecture by Zoubin Ghahramani introducing Bayesian learning, hosted on VideoLectures.net. It covers the probabilistic, Bayesian approach to inference and learning.

One commenter calls it a solid lecture on Bayesian learning, though noting the speaker is not the most engaging.

What commenters said (1)

1. RecommendsNathanRice2012in “How Not To Sort By Average Rating”

   By far my favorite book on the subject is conveniently available for free on the internet! "Information Theory, Inference and Learning Algorithms" by David MacKay is wonderfully written, well paced and comprehensive. If you like the book, you should purchase a copy, David is a great guy.

   http://www.inference.phy.cam.ac.uk/mackay/itila/book.html

   Videolectures has some very good videos as well. Zoubin Gharamani has a pretty solid lecture on Bayesian learning at http://videolectures.net/mlss05us_ghahramani_bl/ (he's a great researcher but not the most engaging speaker). Try Christopher Bishop's lecture at http://videolectures.net/mlss09uk_bishop_ibi/ as well, it might be slightly more palatable.

Related courses

• Machine Learning (Andrew Ng)Coursera · 240 recommenders
• Practical Deep Learning for Codersfast.ai · 112 recommenders
• CS231n: Convolutional Neural Networks for Visual RecognitionStanford University · 39 recommenders
• Deep Learning Specialization (Andrew Ng)Coursera · 31 recommenders
• Neural Networks for Machine Learning (Geoffrey Hinton)Coursera · 25 recommenders
• CS229 Machine LearningStanford University · 20 recommenders
• Learning From DataCaltech · 20 recommenders
• CS188 Introduction to Artificial IntelligenceUC Berkeley · 18 recommenders