Why Your ML Model's Probabilities Are Lying to You

PyData 2024 - New York City, NY (November 2024)

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Why Your Machine Learning Model’s Probabilities Are Lying to You: A Guide to Probability Calibration is a deep dive into the often-overlooked aspect of machine learning models—probability calibration. This talk will reveal why the probabilities produced by your models may be misleading, how this can impact decision-making, and what you can do to fix it. Attendees will leave with a solid understanding of probability calibration techniques and their practical applications in real-world scenarios.