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Video of (ML 1.1) Machine learning - overview and applications in Machine Learning course by mathematicalmonk channel, video No. 1 free certified online
Attempt at a definition, and some applications of machine learning.
A playlist of these Machine Learning videos is available here:
http://www.youtube.com/my_playlists?pD0F06AA0D2E8FFBA