UC Berkeley Course Lectures: Analyzing Big Data With Twitter by Marti Hearst.
Marti gives a summary of this excellent class, with links to videos, slides and high level notes for the course.
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Prof. Marti Hearst, ude.yelekreb.loohcsi@tsraeh