{"product_id":"design-and-development-of-a-medical-image-diagnosis-system-based-on-machine-learning-9789999328296","title":"Design and Development of a Medical Image Diagnosis System Based on Machine Learning","description":"\u003cp\u003e • Author(s): Hamid Borkot Tulla\u003cbr\u003e • Publisher: Eliva Press\u003cbr\u003e • Publisher Imprint: Eliva Press\u003cbr\u003e • BISAC: Computer Engineering\u003c\/p\u003e\u003cp\u003e\"Design and Development of a Medical Image Diagnosis System Based on Machine Learning\" by Md. Hamid Borkot Tulla is a pioneering undergraduate research project aimed at transforming breast cancer diagnosis. Leveraging the power of deep learning and transfer learning, this study deploys a fine-tuned ResNet50 convolutional neural network on the renowned BreaKHis dataset to classify histopathological breast tissue images as benign or malignant. The model achieved a remarkable accuracy of 81.28% and recall of 94.65%, providing reliable diagnostic support in clinical workflows. This research not only offers a practical AI-driven decision-support system for pathologists but also lays the groundwork for future multi-class classification models and real-time clinical integration in resource-constrained healthcare settings.\u003c\/p\u003e","brand":"Eliva Press","offers":[{"title":"Paperback","offer_id":46861759938711,"sku":"9789999328296","price":4465.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9789999328296.webp?v=1769963375","url":"https:\/\/atlanticbooks.com\/products\/design-and-development-of-a-medical-image-diagnosis-system-based-on-machine-learning-9789999328296","provider":"Atlantic Books","version":"1.0","type":"link"}