Collaborating Authors

Lecture video linking demo (Sept. 2017)


This is a demo of video shot segmentation, scene segmentation and concept detection developed by CERTH-ITI for the H2020 European Project MOVING ( More specifically, this interactive web interface links lecture videos, using general purpose concepts that were produced from textual analysis of their transcripts, with non-lecture videos, using their visual analysis results such as automatically detected shots, scenes, and visual concepts.

Lecture video linking demo


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Lecture Notes by Andrew Ng : Full Set


The following notes represent a complete, stand alone interpretation of Stanford's machine learning course presented by Professor Andrew Ng and originally posted on the The topics covered are shown below, although for a more detailed summary see lecture 19. The only content not covered here is the Octave/MATLAB programming. All diagrams are directly taken from the lectures, full credit to Professor Ng for a truly exceptional lecture course. To access this material, follow this link.

Was Dylan Too Freewheelin' in Borrowing for Nobel Lecture?

U.S. News

Phrases sprinkled throughout the rock legend's lecture for his Nobel Prize in literature are very similar to phrases from the summation of "Moby Dick" on Sparknotes, a sort of online "Cliff's Notes" that's familiar to modern students looking for shortcuts and teachers trying to catch them.

Berkeley AI Materials


Additionally, there are additional Step-By-Step videos which supplement the lecture's materials. The lecture videos from the most recent offerings of CS188 are posted below.