Probabilistic Modelling for Advanced Data Analysis by Amit Kumar Tyagi - ISBN: 9780443452109
Paperback
Master uncertainty: probabilistic models for trustworthy, explainable AI.
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Probabilistic Modelling for Advanced Data Analysis

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  • Paperback

    400 pages

  • Release Date

    1 January 2027

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Summary

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 Baye…

Book Details

ISBN-13:9780443452109
ISBN-10:0443452105
Author:Amit Kumar Tyagi
Publisher:Elsevier Science & Technology
Imprint:Morgan Kaufmann Publishers In
Format:Paperback
Number of Pages:400
Release Date:1 January 2027
Weight:450g
Dimensions:191mm x 235mm
A-Format
B-Format
C-Format
Probabilistic Modelling for Advanced Data Analysis by Amit Kumar Tyagi - ISBN: 9780443452109
191 × 235 mm
A4
mm / in
About The Author

Amit Kumar Tyagi

Amit Kumar Tyagi

Amit Kumar Tyagi is an Assistant Professor at the National Forensic Sciences University, Gandhinagar, India. He previously held academic and research positions, including at Vellore Institute of Technology (2019–2022), and earned his PhD from Pondicherry Central University in 2018.

Dr. Tyagi has supervised doctoral and master’s students and contributed to research projects on privacy and security in vehicular applications and medical cyber-physical systems. He has published over 200 peer-reviewed papers and holds more than 25 patents in areas such as deep learning, the Internet of Things, cyber-physical systems, and computer vision.

He has edited over 25 books and authored four books in related fields, and has received multiple research awards. His interests include machine-based communications, blockchain, and secure, privacy-preserving computing. He is a member of ACM and IEEE.

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