Lecture 5 Instructor: Max Welling Squared Error Matrix Factorization total of +/- 400,000,000 nonzero entries (99% sparse) movies (+/- 17,770) users (+/- 240,000) Remember User Ratings We are going to “squeeze out” the noisy, un-informative information from the matrix.

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