Artificial Intelligence & Prediction Approaches

About The Book 

Artificial Intelligence & Prediction Approaches is a comprehensive and accessible guide to the foundations and applications of Data Science, Artificial Intelligence, and Machine Learning in today’s data-driven world. Authored by Dr. Sangeeta Mishra along with Khushi Saraf, Mohinee Singh, and Ms. Supriya Pandey, the book is designed to serve students, aspiring data scientists, and professionals seeking a structured understanding of modern analytical and predictive techniques.

The book begins by explaining the rise of data and its transformative impact across industries such as healthcare, business, government, engineering, and sports. It introduces core concepts of Data Science, its history, evolution, and the multidimensional role of a modern data scientist. Clear explanations, real-world examples, and case studies help readers connect theory with practice.

A strong emphasis is placed on Python-based data analysis, covering essential libraries like NumPy, Pandas, and Matplotlib. The text guides readers through Exploratory Data Analysis (EDA), data modelling, and machine learning techniques, including supervised, unsupervised, and reinforcement learning. Advanced topics such as deep learning, natural language processing, and predictive analytics are also explored to provide a forward-looking perspective.

Importantly, the book addresses ethical considerations in AI and machine learning, discussing bias, fairness, data privacy, security, and model interpretability using tools like LIME and SHAP. By combining conceptual clarity with hands-on insights and ethical awareness, Artificial Intelligence & Prediction Approaches equips readers with the knowledge and mindset required to responsibly harness data and AI for real-world problem-solving and innovation.

About The Author 

Dr. Sangeeta Mishra is currently working as an Assistant Professor at Babu Banarasi Das Engineering College (BBDEC), Lucknow.She has a vast academic experience of 15+ years at UG and PG level. Skilled in Programming Languages, Cloud Computing, Artificial Intelligence etc.Strong administrative professional and excellent academics with Doctorate in Software Security (Integral University), Masters in ANFIS (NITTTR) and Bachelor in CSE (AKTU).

Khushi Saraf is a dedicated and passionate Assistant Professor with a strong academic and professional experience in both teaching and in corporate sector. She has successfully completed her bachelor's and master's degrees, which have equipped her with a solid understanding of diverse fields in computer science and engineering.
Currently serving as an Assistant Professor at Bansal Institute of Engineering and Technology, She brings her expertise in areas such as Cyber security, Computer Networks, Cloud Computing, C Programming and Web Technology to the forefront of teaching and research. Her commitment to fostering innovation and knowledge-sharing is evident in her dedication to staying updated with emerging technological trends and advancements.

Mohinee Singh is an experienced academic and researcher with a strong background in Computer Science and Engineering. She holds both a Bachelor's and Master's of Technology in Computer Science and Engineering. With over 9.5 years of teaching, research, and corporate sector experience, she has developed a deep expertise in a variety of domains, including Database Managemen Systems(DBMS), Cloud Computing, Machine Learning, Computer Networks, Programming for Problem Solving (PPS), Cyber Security, C Programming, and SQL. Currently, she serves as an Assistant Professor at Bansal Institute of Engineering and Technology, where she continues to contribute to the academic community while also drawing from her extensive corporate experience to bridge the gap between theory and practice in the field of Computer Science.

Ms. Supriya Pandey holds a Bachelor’s and Master’s degree in Computer Science and Engineering. With a robust background in both academics and the IT sector, she brings a wealth of expertise to her field. Her specialization includes Cloud Computing, Computer Networks, Operating Systems, Software Engineering, Web Development, and C Programming. Currently serving as an Assistant Professor in the Department of Computer Science  and Engineering at Bansal Institute of Engineering and Technology, Lucknow. She is experienced in teaching and has a deep understanding of contemporary technological advancements. Her diverse expertise and practical knowledge make her a valuable contributor to the academic and professional community. This combination of teaching acumen and industry experience positions her as an authoritative figure in the publication of academic and technical literature.