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Dr. Carlos Ruiz Viquez
Dr. Carlos Ruiz Viquez

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⚠️ Warning: Unseen Bias in AI-Driven Netflix Recommendations

⚠️ Warning: Unseen Bias in AI-Driven Netflix Recommendations

As an AI/ML expert, I've unearthed a common pitfall in Netflix's algorithm that may be impacting your viewing experience. When watching a series with a limited number of episodes (e.g., an anime, a limited season show, or even a popular TV special), the AI may overemphasize the importance of ratings and engagement metrics. This can lead to a skewed representation of the show's overall quality and popularity.

The issue arises from the algorithm's reliance on short-term user behavior, such as rapid binge-watching or high engagement in the initial episodes. As a result, shows with strong starts and limited episodes may be unfairly prioritized over others with more episodes, even if the latter have better long-term engagement and overall ratings.

For instance, consider a hypothetical anime series with only 6 episodes, each with high engagement and perfect ratings. The AI might assume this show is incredibly popular, suggest...


This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.

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