He is exlpaining it at around . It is just an assumption to simplify things at this point. Of course our SVM would be more accurate without this constaint but it somehow performs still well enough on our educational examples here.(00:12:00 - 00:14:23)
SVM Training - Practical Machine Learning Tutorial with Python p.26
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