Data Mining and Machine Learning: Fundamental Concepts and Algorithms (Hardcover)

Data Mining and Machine Learning: Fundamental Concepts and Algorithms (Hardcover)

作者: Zaki Mohammed J. Meira Jr Wagner
出版社: Cambridge
出版在: 2020-01-30
ISBN-13: 9781108473989
ISBN-10: 1108473989
裝訂格式: Hardcover - also called cloth, retail trade, or trade
總頁數: 776 頁





內容描述


The fundamental algorithms in data mining and machine learning form the basis of data science, utilizing automated methods to analyze patterns and models for all kinds of data in applications ranging from scientific discovery to business analytics. This textbook for senior undergraduate and graduate courses provides a comprehensive, in-depth overview of data mining, machine learning and statistics, offering solid guidance for students, researchers, and practitioners. The book lays the foundations of data analysis, pattern mining, clustering, classification and regression, with a focus on the algorithms and the underlying algebraic, geometric, and probabilistic concepts. New to this second edition is an entire part devoted to regression methods, including neural networks and deep learning.




相關書籍

A Hands-On Introduction to Data Science (Hardcover)

作者 Shah Chirag

2020-01-30

深度強化學習:學術前沿與實戰應用

作者 劉馳 王占健 戴子彭

2020-01-30

學 Python 程式設計 –- 使用 Halocode 光環板輕鬆創作 AI 和 IoT應用 (精裝版) 內含 - 光環板、USB數據線、折價券

作者 紅動創新 連宏城

2020-01-30