{"product_id":"practical-conformal-prediction-with-python-9788169646413","title":"Practical Conformal Prediction with Python","description":"\u003cp\u003e\u003cstrong\u003eDon't Just Predict. Quantify Confidence.\u003c\/strong\u003e The Most Important Prediction Is Not What the Model Says—It Is How Much You Can Trust It.\u003c\/p\u003e\n\u003cp\u003eMost machine learning models tell you what they predict, but few tell you how much to trust that prediction. Practical Conformal Prediction with Python changes that — presenting Conformal Prediction(CP) as a robust, distribution-free, model-agnostic framework for generating statistically valid confidence intervals across diverse predictive tasks in Python.\u003c\/p\u003e\n\u003cp\u003eYou begin with the problem of model miscalibration and the mathematical foundations of Conformal Prediction, then advance through practical CP techniques for classification, regression, and forecasting using scikit-learn and statsmodels. Each chapter blends theory with implementation through structured experiments, reproducible examples, and chapter-end quizzes.\u003c\/p\u003e\n\u003cp\u003eThe final section covers scalable and adaptive CP methods designed for large datasets and real-time applications, alongside real-world business applications across diverse domains. By the end of the book, you will have both the theoretical grounding and practical expertise to build reliable, interpretable, and trustworthy AI systems using Conformal Prediction and Python.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eWhat You Will Learn:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eApply Conformal Prediction techniques to measure and manage uncertainty in ML models.\u003c\/li\u003e\n\u003cli\u003eImplement CP methods for classification, regression, and time-series forecasting tasks.\u003c\/li\u003e\n\u003cli\u003eEvaluate model validity, coverage, and efficiency through structured reproducible experiments.\u003c\/li\u003e\n\u003cli\u003eBuild scalable and adaptive CP methods for large datasets and real-time applications.\u003c\/li\u003e\n\u003cli\u003eUse Python libraries including scikit-learn and statsmodels for CP implementation.\u003c\/li\u003e\n\u003cli\u003eApply Conformal Prediction to real-world business problems across diverse domains.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eKey Features:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eGet a free one-month digital subscription to www.avaskillshelf.com.\u003c\/li\u003e\n\u003cli\u003eResponsible AI coverage using Conformal Prediction as a model-agnostic framework for uncertainty quantification.\u003c\/li\u003e\n\u003cli\u003eEnd-to-end case studies spanning classification, regression, forecasting, and real-world business applications.\u003c\/li\u003e\n\u003cli\u003ePractitioner-focused learning with chapter-end quizzes, coding exercises, and production best practices.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eTable of Contents:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eThe Illusion of Certainty\u003c\/li\u003e\n\u003cli\u003eThe Foundations of Conformal Prediction\u003c\/li\u003e\n\u003cli\u003eConformal Prediction for Classification\u003c\/li\u003e\n\u003cli\u003eConformal Prediction for Regression\u003c\/li\u003e\n\u003cli\u003eConformal Prediction for Forecasting\u003c\/li\u003e\n\u003cli\u003eScalable Conformal Prediction\u003c\/li\u003e\n\u003cli\u003eReal-World Applications of Conformal Prediction\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003chr\u003e\n\u003cp\u003e\u003cstrong\u003eAbout the Author:\u003c\/strong\u003e\u003cbr\u003eRavindra Sharma is a Data Scientist with over 7 years of experience across startups, multinational corporations, product companies, and client-focused organizations. A graduate from IIITDM Jabalpur in Electronics and Communication Engineering, he is passionate about simplifying complex concepts and has contributed to GeeksforGeeks, Medium, and published conference research.\u003c\/p\u003e\n\u003chr\u003e\u003cem\u003e\u003cstrong\u003ePlease Note:\u003c\/strong\u003e This is a digital eBook. You will receive instant access after purchase. No physical book will be shipped.\u003c\/em\u003e","brand":"ThinkEDU","offers":[{"title":"Perpetual","offer_id":60814863171870,"sku":"9788169646413","price":19.95,"currency_code":"USD","in_stock":true},{"title":"30 Day Option","offer_id":60814863204638,"sku":"9788169646413R30","price":6.99,"currency_code":"USD","in_stock":true},{"title":"60 Day Option","offer_id":60814863237406,"sku":"9788169646413R60","price":7.98,"currency_code":"USD","in_stock":true},{"title":"120 Day Option","offer_id":60814863270174,"sku":"9788169646413R120","price":8.98,"currency_code":"USD","in_stock":true},{"title":"180 Day Option","offer_id":60814863302942,"sku":"9788169646413R180","price":9.98,"currency_code":"USD","in_stock":true},{"title":"365 Day Option","offer_id":60814863335710,"sku":"9788169646413R365","price":14.97,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0800\/4435\/9966\/files\/1024_0cc3a0d3-8406-42a9-ad40-f85883b146f2.jpg?v=1793745478","url":"https:\/\/thinkedu.com\/products\/practical-conformal-prediction-with-python-9788169646413","provider":"ThinkEDU","version":"1.0","type":"link"}