In the rapidly evolving landscape of machine learning, the ability to accurately quantify uncertainty is pivotal. "Practical Guide to Applied Conformal Prediction in Python" addresses this need by offering an in-depth exploration of Conformal Prediction, a cutting-edge framework set to revolutionize uncertainty management in various ML applications.
Embark on a comprehensive journey through Conformal Prediction, exploring its fundamentals and practical applications in binary classification, regression, time series forecasting, imbalanced data, computer vision, and NLP. Each chapter delves into specific aspects, offering hands-on insights and best practices for enhancing prediction reliability. The book concludes with a focus on multi-class classification nuances, providing expert-level proficiency to seamlessly integrate Conformal Prediction into diverse industries. Practical examples in Python using real-world datasets reinforce intuitive explanations, ensuring you acquire a robust understanding of this modern framework for uncertainty quantification.
This guide is a beacon for mastering Conformal Prediction in Python, providing a blend of theory and practical application. It serves as a comprehensive toolkit to enhance machine learning skills, catering to professionals from data scientists to ML engineers.

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Spis treści

Practical Guide to Applied Conformal Prediction in Python. Learn and apply the best uncertainty frameworks to your industry applications eBook -- spis treści

• 1. Introducing Conformal Prediction
• 2. Overview of Conformal Prediction
• 3. Fundamentals of Conformal Prediction
• 4. Validity and Efficiency of Conformal Prediction
• 5. Types of Conformal Predictors
• 6. Conformal Prediction for Classification
• 7. Conformal Prediction for Regression
• 8. Conformal Prediction for Time Series and Forecasting
• 9. Conformal Prediction for Computer Vision
• 10. Conformal Prediction for Natural Language Processing
• 11. Handling Imbalanced Data
• 12. Multi-Class Conformal Prediction