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The Complexity of Machine Learning
Machine learning is crucial for companies like YouTube, Twitch, TikTok, and others due to the need for scale. Unlike traditional industries where there is a ground truth for optimization, social media platforms face challenges in identifying violations because human-labeled datasets are imperfect. Dealing with the imperfections in datasets requires complex mechanisms to address the lack of data for machine learning and metric design.