About book : The current book serves as an essential guide to understanding Outcome-Based Education (OBE) with a focus on Bloom’s Taxonomy and its relevance to learning outcomes. It covers key topics such as cognitive levels, the categorization of learning outcomes, and the alignment of machine learning techniques with these cognitive levels. The book also explores how machine learning handles memorization versus understanding. In addition, it includes practical data visualization case studies for CO-PO correlation analysis, demonstrating the use of heat maps, box plots, radar charts, and other methods. Appendices provide additional insights into MongoDB Atlas and Anaconda with Jupyter Notebook for enhancing the analytical process.

About author : Dr Poornima G. Naik bears twenty-five years of teaching and research experience in the field of Computer Science. She has been associated with teaching in thrust areas of computer science such as Big Data Analytics, Mobile Computing, Information System Security and Cryptography and her current research areas are Cyber Security, Machine Learning, Soft Computing and Big Data Analytics. She has guided three M Phil. Students. She has published more than 76 research papers in different national and international journals (11 research papers in Scopus indexed journals) and presented more than 49 papers in different international and national conferences. She has authored 60 books on various cutting edge technologies in information technology and 16 Book Chapters. She is the recipient of prestigious Dr. APJ Abdul Kalam Life Time Achievement National Award for remarkable achievements in the field of Teaching, Research & Publications awarded by International Institute for Social and Economic Reforms, Bangalore. She is a recepient of an award for an outstanding Reviewer award at International Springer conference on “Artificial Intelligence and Data Engineering” (AIDE-2019), May 23-24, 2019 organized by N.M.A.M. Institute of Technology, Nitte, Karnataka, India in collaboration with Ritsumeikan University, Japan and Department of Studies in Computer Science, University of Mysore, Mysuru, India. and recepient of International Educator Award 2020-21 awarded by International Institute of Organized Research (I2OR), appreciations by IQAC CSIBER on various endeavors.