{"product_id":"integrated-meta-learning-into-biomedical-diagnostics-9786208441517","title":"Integrated Meta- Learning Into Biomedical Diagnostics","description":"\u003cp\u003e • Author(s): Monika Kumari | Irfan Ali | Mohnish Muchhal\u003cbr\u003e • Publisher: LAP Lambert Academic Publishing\u003cbr\u003e • Publisher Imprint: LAP Lambert Academic Publishing\u003cbr\u003e • BISAC: Dentistry - General\u003c\/p\u003e\u003cp\u003eMeta-learning methods have to be properly applied in a wide range of healthcare settings through a huge number of theoretical and experimental studies. Meta-learning in health care remains in its infancy and has as yet not appealed to a larger scientific community, even with the developments. Additional work attempts need to be done to bridge a gap in the literature by combining existing breakthroughs and their practical applications since it is the first systematic survey targeting meta-learning within this area. The scope of the adaptation is where meta-learning also diverges from base learning. Whereas its acquisition is all about acquiring proficiency in a number of learning tasks, base-level acquisition is aimed at acquiring knowledge in one particular learning task. These are data integration across heterogeneous modalities, model interpretability, privacy and security, and real-world scalability optimization. Addressing these areas will enable meta-learning to become a foundation of the next generation of healthcare technologies, providing more accurate, personalized, and efficient diagnostic systems that can ultimately lead to better patient outcomes.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46394236534935,"sku":"9786208441517","price":4236.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9786208441517.webp?v=1769028288","url":"https:\/\/atlanticbooks.com\/products\/integrated-meta-learning-into-biomedical-diagnostics-9786208441517","provider":"Atlantic Books","version":"1.0","type":"link"}