Fundamentals of Data Science: Theory and Practice

By Swarup Roy, Jugal K Kalita, Dhruba K. Bhattacharyya

Fundamentals of Data Science: Theory and Practice presents basic and advanced concepts in data science along with real-life applications. The book provides students, researchers and professionals at different levels a good understanding of the concepts of data science, machine learning, data mining and analytics. Users will find the authors' research experiences and achievements in data science applications, along with in-depth discussions on topics that are essential for data science projects, including pre-processing, that is carried out before applying predictive and descriptive data analysis tasks and proximity measures for numeric, categorical and mixed-type data.

The book's authors include a systematic presentation of many predictive and descriptive learning algorithms, including recent developments that have successfully handled large datasets with high accuracy. In addition, a number of descriptive learning tasks are included.

• Format: Paperback
• Language: English
• ISBN: 032391778X
• ISBN13: 9780323917780
• Release Date: December 2023
• Publisher: Academic Press
• Length: 334 Pages
• Weight: 2.42 lbs.
• Dimensions: 1.3" x 6.0" x 9.1"