{"product_id":"deep-learning-models-for-medical-kc-santosh-9780128235041","title":"Deep Learning Models for Medical Imaging","description":"\u003ci\u003eDeep Learning Models for Medical Imaging\u003c\/i\u003e explains the concepts of Deep Learning (DL) and its importance in medical imaging and\/or healthcare using two different case studies: a) cytology image analysis and b) coronavirus (COVID-19) prediction, screening, and decision-making, using publicly available datasets in their respective experiments. Of many DL models, custom Convolutional Neural Network (CNN), ResNet, InceptionNet and DenseNet are used. The results follow 'with' and 'without' transfer learning (including different optimization solutions), in addition to the use of data augmentation and ensemble networks. DL models for medical imaging are suitable for a wide range of readers starting from early career research scholars, professors\/scientists to industrialists.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Kc Santosh, Nibaran Das, Swarnendu Ghosh\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0128235047\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780128235041\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\/08\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 170\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.67lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.37d","brand":"Kc Santosh","offers":[{"title":"Paperback","offer_id":43978600775935,"sku":"9780128235041","price":100.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_0780fd9d-3658-4d63-97a5-6f50783a3e0c.jpg?v=1683242285","url":"https:\/\/www.whiterainbookhouse.com\/products\/deep-learning-models-for-medical-kc-santosh-9780128235041","provider":"WR Book House","version":"1.0","type":"link"}