Here are updated, more compact videos:
Overview of Basic ML Algorithms: www.youtube.com/watch?v=ggIk08PNcBo
Overview of Spark MLlib Module: www.youtube.com/watch?v=C-44fsv5XgE
Click this link to view slides.
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data analysis course