FunkSVD: math, code, prediction, and validation

Understand basic FunkSVD and focus on validation cases

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Today I would like to include the below parts:

1. FunkSVD: math, process, and code
2. Based on 1, make predictions, validation and will give emphasis on the different cases in order to help to understand the validation process