{"product_id":"federated-deep-learning-for-healthcare-9781032694863","title":"Federated Deep Learning for Healthcare","description":"\u003cp\u003e • Author(s): Amandeep Kaur | Chetna Kaushal | MD Mehedi Hassan\u003cbr\u003e • Publisher: CRC Press\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Computer Engineering\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e\u003cp\u003eFeatures: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eOffers a thorough introduction of federated deep learning methods designed exclusively for medical applications.\u003c\/li\u003e \u003cli\u003eInvestigates privacy-preserving methods with emphasis on data security and privacy.\u003c\/li\u003e \u003cli\u003eDiscusses healthcare scaling and resource efficiency considerations.\u003c\/li\u003e \u003cli\u003eExamines methods for sharing information among various healthcare organizations while retaining model performance.\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eThis book is aimed at graduate students and researchers in federated learning, data science, AI\/machine learning, and healthcare.\u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Paperback","offer_id":48057644646551,"sku":"9781032694863","price":6991.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781032694863.webp?v=1784897483","url":"https:\/\/atlanticbooks.com\/products\/federated-deep-learning-for-healthcare-9781032694863","provider":"Atlantic Books","version":"1.0","type":"link"}