12min chapter

Practical AI: Machine Learning, Data Science, LLM cover image

Suspicion machines ⚙️

Practical AI: Machine Learning, Data Science, LLM

CHAPTER

Biased Data and Model Performance

This chapter explores the impact of biased data on model accuracy and effectiveness, focusing on a fraud detection model in Rotterdam. The discussion includes an analysis of the model's performance, highlighting disparities in who gets flagged and the potential influence of the selection process. The speakers also address the importance of algorithmic fairness and responsible data practices in creating ethical AI systems.

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