This book has been developed strictly in accordance with the CST 322 – Data Analytics syllabus for the sixth semester B.Tech programme in Computer Science and Engineering. The primary objective of this text is to bridge the gap between theoretical foundations and practical implementation, enabling students to analyze data systematically and derive meaningful insights using appropriate analytical techniques and tools.
The content is organized into five well-defined modules. The book begins with Mathematics for Data Analytics, introducing descriptive statistics, probability distributions, and hypothesis testing, which form the analytical backbone for data-driven reasoning. It then progresses to the fundamentals of data analytics, covering the analytics process model, data life cycle, sampling, preprocessing, and dimensionality reduction techniques. The core analytical methods, including predictive and descriptive analytics, supervised and unsupervised learning algorithms, and association rule mining, are explained with clarity and relevance to real-world scenarios
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Divya K S,Manish T I,Neetha K Nataraj,Raghi R Menon
Dr. Manish T holds a PhD in Computer Science and Engineering from Manonmaniam Sundaranar University and is currently a Professor at the SCMS School of Engineering and Technology. He specializes in Image Analytics with Artificial Intelligence and Machine Learning (AI/ML) and is actively involved in promoting outcome-based education in academia.
Divya K S is an esteemed Assistant Professor at Adi Shankara Engineering College, Kalady. She is a renowned expert in the field of Data Analytics, Machine learning and deep learning ,with over 17 years of experience in academia. She is pursuing her PhD in Computer Science from Kerala Technical University, focusing her research on Biomedical Image Analysis using deep learning.
Neetha K. Nataraj is a distinguished Assistant Professor at Adi Shankara Engineering College, Kalady, recognized for her expertise in Soft Computing. With over 15 years of experience in academia, she is currently pursuing a PhD in Computer Science at Kerala Technical University, focusing her research on bio-inspired algorithms.
Raghi R. Menon is an esteemed Assistant Professor at Adi Shankara Engineering College, Kalady, recognized for her expertise in Biomedical Image Processing. With over 16 years of experience in academia, she has made significant contributions to teaching and research in computer science and engineering, with a strong focus on the application of advanced image processing and intelligent techniques in the biomedical domain.
