Sayan Chakraborty

This book explores one of the most critical and emerging fields in artificial intelligence, machine unlearning. As data privacy concerns grow and regulations like GDPR demand compliance, this book provides a comprehensive guide to selectively removing learned information from machine learning models without sacrificing performance or requiring complete retraining. Covering foundational principles, advanced algorithms, benchmarking tools, and real-world case studies in healthcare, finance, and social media, the book bridges the gap between theory and practice. It also addresses ethical, legal, and societal implications, offering insights into creating trustworthy AI systems. This book is an essential resource for understanding and implementing machine unlearning in the era of responsible AI. It is for researchers, AI practitioners, and professionals seeking to understand and implement machine unlearning for data privacy, ethical AI design, and regulatory compliance.

IoMT Applications in Healthcare 5.0 introduces the concept of Healthcare 5.0, emphasizing the transformative potential of intelligent diagnosis, remote treatment, and smart health management. Sections define IoMT and its multi-tiered architecture, discussing its pivotal role in improving electronic device productivity in healthcare, explore IoMT applications in Healthcare 5.0, discuss remote physical therapy using IoMT in Healthcare 5.0, delve into the security and privacy considerations of IoMT in healthcare, and address how to overcome challenges and future directions in IoMT. The book concludes by summarizing key findings, providing a comprehensive overview of the discussed topics. Written by experts in the field, this is a key text for Biomedical Engineers, Data Scientists, and IoT Developers and specialists who work in the Internet of Medical Things. Graduate students of IoT engineering, biology, biostatistics, biomedical sciences, bioinformatics, health-informatics, and Interdisciplinary sciences will also find this an invaluable resource.

This book explains basic ideas behind several methods used in artificial intelligence-based knowledge management techniques. It also shows how these techniques are applied in practical contexts in different education sectors. The book discusses AI-based knowledge management applications, AI-empowered knowledge management in primary and higher education, and technical and ethical challenges and opportunities.

AN EXTRAORDINARILY EXECUTED, AVENGE AN UNTHINKABLE GENETIC MUTATION, A DEVASTATING NEW WEAPON Kolkata, India: At dawn, an extremely important meeting was about to commence, with the very high elite people, against the threat of a heinous terrorist gang. Somewhere beneath them, an unstoppable bomb of terrifying power relentlessly counts down to destroy the city. Somewhere far from the city, Jake Jones was kept captive, and Dr. Bansal was about to inject him, with his new unthinkable super infectious drug, that would infect the whole world and turn every person unrecognizable. In this unprecedented saga, Jake Jones must free himself, and in a breathtaking race against time, to save the city, Jake must stop Hafiz Kaskar from accomplishing his desires.

AN UNIQUE INVAUABLE HANDWRITTEN MANUSCRIPT, AN EXTRAORDINARILY PLANNED ACCIDENT, AN UNTHINKABLE CRISIS. Beinecke Library, Yale University - The curator was brutally murdered and one of the most precious uncoded document was robbed and smuggled to North-East India. The six hundred years old cryptic script holds the key to future of numerous dimensions of science that would change the world. In this breathtaking sagaJohn was saved from several mysterious deadly attacks. Jake Jones must crack the unfathomable mystery and also rescue the lost manuscript. The salvation is now dire and indispensable.