Название: Data Analytics for Intelligent Systems: Techniques and solutions
Автор: Sachin Taran, Chhavi Dhiman, Manjeet Kumar
Издательство: IOP Publishing
Год: 2024
Страниц: 272
Язык: английский
Формат: pdf (true), epub
Размер: 25.2 MB

This book focuses on the theory, development, novel techniques, and smart solutions in data analytics for intelligent systems that capture behaviours in complex environments. The book will provide beginners with a single platform to explore a variety of recent data analytics techniques for different types of data – images, videos, numerical etc. for better decision-making and problem solving for a range of applications such as computer vision, biomedical engineering, image processing, speech signal processing, intelligent systems, fault analysis and detection. In today's world, incorporation of Artificial Intelligence (AI) with Machine Learning, ensemble learning, Deep Learning, transfer learning and reinforcement learning has a variety of applications. This book focuses on the various advanced techniques in data analytics that can be used in different domains to solve real-time problems. Part of the IOP series in Next Generation Computing.

Each chapter begins with problem formulation and explains the significance of developing the framework in a certain way, then delves into various statistical and Machine Learning techniques that enable predictive modelling, clustering, classification, and anomaly detection. The chapters can be read independently by researchers, R&D engineers, and undergraduate students who wish to explore biomedical signal processing, computer vision, fault and crack detection, and recommender systems research.