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Federated Deep Learning for Healthcare
This book provides a practical guide to federated deep learning for healthcare including fundamental concepts, framework, and the applications comprising domain adaptation, model distillation, and transfer learning. It covers concerns in model fairness, data bias, regulatory compliance, and ethical dilemmas. It investigates several privacy-preserving methods such as homomorphic encryption, secure multi-party computation, and differential privacy. It will enable readers to build and implement federated learning systems that safeguard private medical information. Features: Offers a thorough introduction of federated deep learning methods designed exclusively for medical applications. Investigates privacy-preserving methods with emphasis on data security and privacy. Discusses healthcare scaling and resource efficiency considerations. Examines methods for sharing information among various healthcare organizations while retaining model performance. This book is aimed at graduate students and researchers in federated learning, data science, AI/machine learning, and healthcare.
Fungal diversity, ecology and control management
This edited volume provides comprehensive and latest information on the fungal biodiversity in its morphological characters, bioactive molecules, pathogenicity and virulence, and its impacts on crop production and sustainable management of agricultural productivity towards resolving global food security issues. The increasing number of infectious fungal diseases are regarded as threats to agricultural productivity and global food security. The efforts done by scientists to inventories the fungal diversity and identification of fungal species contributing as pathogens towards many plant and human diseases have been compiled in the present volume. The identification of the potential fungal pat...
Timeless Treasures
To achieve greatness in this life, we need to have a vision, a goal. When we are aware of our ancestors and our cultural heritage, we have a starting point, a real sense of where our lives began. We came to this country by our own will, with a rich culture from India. We struggled but worked hard with endless determination to be financially secure in this new country. We overcame many challenges and obstacles. After forty-four years of living in this wonderful country and having two generations of our family growing up here, I now realize that our children are not fully aware of the vast richness and glorious heritage of our ancestors. I believe that my generation is the only living link between our past in India and our future in the United States. It becomes my duty to collect all the information I can so that I can share it with my children. Please join me in this autobiography where I share my life's struggles, successes, and secrets throughout my personal and financial life. I hope this inspires my children, grandchildren, and future members of our family to dream bigger and achieve great things in their lives.
Contemporary Challenges in Social Science Management
Enriched and strengthened with European case studies of real-life situations providing a practical and industry insights, Part A and B collate experts in Economics, Finance, Public Policy, Human Resources, and Risk management, contributing on employability, labour markets, sustainability, and skills of the future from across the globe.
Artificial Intelligence and Actuarial Science
This book aims to explore how to automate, innovate, design, and deploy emerging technologies in actuarial work transformations for the insurance and finance sector. It examines the role of artificial intelligence with process automation in daily monitoring of solvency, governance, compliance, data processes, etc. It also explores the usage of machine learning, telematics system, AI-enabled claim processing software, Big Data and Algorithms, Explainable AI, and AI-enabled risk management tools in various actuarial processes. This book: • Presents case studies and best practices with real-world examples of successful and unsuccessful actuarial work transformation initiatives and transformat...
Plant Pathology in India
The book makes a modest attempt to highlight the major achievements. The first chapter highlights the status of plant pathology in India before 1905 and sets the stage for an overview of the developments made in the last 100 years. Chapters on significant achievements and current status of knowledge has been contributed by leading experts on mycology, bacteriology, virology and nematology, and also on epidemiological research, fungicide research, biological control, host plant resistance against pathogens and on the application of biotechnological approaches for management of plant diseases. This covered the major broad areas of research in plant pathology. Besides, non conventional chapters...
Journey of Faith
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India Today
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