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The prereqs, [1] Design and Analysis of Algorithms & [2] Performance Engineering of Software Systems, are available from mit ocw:

I couldn’t find any videos but the class slides and reading material are a good reference for particular topics.

I have not taken this Coursera class but it looks relevant https://www.coursera.org/learn/big-data-graph-analytics

This one from Lada Adamic (which used to be on Coursera) is a good classic introduction to the subject, with video lectures: https://github.com/ladamalina/coursera-sna

It provides a friendly introduction to the topic, which would be good background before embarking on all the papers linked in the MIT syllabus.

Any videos？

MIT 6.886 – Graph Analytics – Spring 2018