Practical Guide to Applied Conformal Prediction in Python by Valery Manokhin

Author:Valery Manokhin
Language: eng
Format: epub
Publisher: Published by Packt Publishing Pvt. Ltd.
Published: 2023-11-29T00:00:00+00:00

Understanding the inherent value and significance of prediction intervals makes it vital to discern the methodologies and tools to help us generate them. While traditional statistical methods have their merits, the dynamic landscape of data-driven industries necessitates more adaptive and reliable techniques. Conformal prediction, with its roots grounded in algorithmic randomness and validity, offers an enticing approach. As we transition into the next section, we will explore how conformal prediction tailors itself to regression problems, ensuring that our prediction intervals are accurate and theoretically sound. Let’s dive in and unveil the intricacies of conformal prediction in the context of regression.

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