{"product_id":"meta-learning-with-medical-imaging-hien-van-nguyen-9780323998512","title":"Meta Learning with Medical Imaging and Health Informatics Applications","description":"Meta-Learning, or learning to learn, has become increasingly popular in recent years. Instead of building AI systems from scratch for each machine learning task, \u003ci\u003eMeta-Learning\u003c\/i\u003e constructs computational mechanisms to systematically and efficiently adapt to new tasks. The meta-learning paradigm has great potential to address deep neural networks' fundamental challenges such as intensive data requirement, computationally expensive training, and limited capacity for transfer among tasks. \u003cp\u003e\u003c\/p\u003eThis book provides a concise summary of Meta-Learning theories and their diverse applications in medical imaging and health informatics. It covers the unifying theory of meta-learning and its popular variants such as model-agnostic learning, memory augmentation, prototypical networks, and learning to optimize. The book brings together thought leaders from both machine learning and health informatics fields to discuss the current state of Meta-Learning, its relevance to medical imaging and health informatics, and future directions.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Hien Van Nguyen\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0323998518\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780323998512\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Academic Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/30\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 428\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.62lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.87d","brand":"Hien Van Nguyen","offers":[{"title":"Paperback","offer_id":44070681837823,"sku":"9780323998512","price":130.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_581235c1-5c5e-4b2e-a998-0e5b190d8742.jpg?v=1685431746","url":"https:\/\/www.whiterainbookhouse.com\/products\/meta-learning-with-medical-imaging-hien-van-nguyen-9780323998512","provider":"WR Book House","version":"1.0","type":"link"}