Inference and Learning from Data: Volume 1: Foundations(Ali H. Sayed)(Cambridge University Press 2023)

  • 书名:Inference and Learning from Data: Volume 1: Foundations
  • 出版社:Cambridge University Press
  • 作者:Ali H. Sayed
  • 出版年份:2023
  • 电子书格式: pdf
  • 简介:Dive into the foundational concepts of inference and learning from data with Ali H. Sayed’s comprehensive text. This volume provides a rigorous yet accessible introduction to key statistical learning methods, ideal for students and professionals in machine learning, data science, and related fields. Explore topics including estimation theory, linear regression, classification, and Bayesian learning. Master the mathematical underpinnings and practical applications of data-driven decision-making. Enhance your understanding of fundamental algorithms and their theoretical justifications. Gain a strong foundation for advanced studies in machine learning and AI. This book offers a blend of theoretical depth and practical insights, making it a valuable resource for anyone seeking to master data analysis and inference techniques.
  • ISBN:9781009218122, 97810
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