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ML.Net and One-Class Matrix Factorization

Sergey Tihon notices a problem:

After reading all these 3 samples I realised that I do not fully understand what is Label column is used for. Later I came to a conclusion that all three samples most likely are incorrect and here is why.

Click through for a description of the problem as well as the answer.