TY  - GEN
AU  - Kalita, Jugal K.
AU  - Bhattacharyya, Dhruba K.
AU  - Roy, Swarup
TI  - Fundamentals of Data Science: Theory and Practice 
SN  - 9780323917780
U1  - 005.74 
PY  - 2024///
CY  - United Kingdom
PB  - Academic Press
KW  - Computer Science
KW  - Data Science
KW  - Machine Learning
KW  - Artificial Neural Networks
N2  - 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
ER  -