Practical Guide to Applied Conformal Prediction in Python: Learn and apply the best uncertainty frameworks to your industry applications

Table of Contents

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