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http://nil.csail.mit.edu/6.824/2015/schedule.html MIT distributed systems course is pretty good IMO.

Do you know if they have lecture videos for this course?

Cloud Computing Concept on Cousera is really good. I've learned a lot from there.

Yes, it's really good too.