Probabilistic Modelling for Advanced Data Analysis - Amit Kumar PhD. Tyagi - Boeken - Elsevier Science & Technology - 9780443452109 - 2027
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Probabilistic Modelling for Advanced Data Analysis

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Probabilistic Modelling for Advanced Data Analysis provides a practical and rigorous guide for data practitioners to effectively implement probabilistic models in real-world scenarios. The book strikes a balance between high-level intuition and technical derivations, offering step-by-step explanations, real-world case studies, and Python implementation examples. The authors offer specific solutions that include modeling and quantifying uncertainty in data-driven decision-making, applying Bayesian inference to real-world problems and implementing scalable probabilistic models for large-scale datasets, all of which contribute to explainable and trustworthy AI.

This book presents readers with theoretical foundations and practical applications of probabilistic modeling, providing a structured approach for researchers, data scientists, and industry professionals. It meets the increasing demand for uncertainty-aware AI models, Bayesian inference, and probabilistic graphical models across various fields of research.

Media Boeken     Paperback Book   (Boek met zachte kaft en gelijmde rug)
Wordt vrijgegeven 2027
ISBN13 9780443452109
Uitgevers Elsevier Science & Technology
Pagina's 400
Afmetingen 150 × 220 × 10 mm   ·   450 g

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