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Design and Development of a Medical Image Diagnosis System Based on Machine Learning

by Hamid Borkot Tulla
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Current price ₹4,465.00
Original price ₹4,851.00
Original price ₹4,851.00
Original price ₹4,851.00
(-8%)
₹4,465.00
Current price ₹4,465.00

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Book cover type: Paperback
  • ISBN13: 9789999328296
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Eliva Press
  • Publisher Imprint: Eliva Press
  • Publication Date:
  • Pages: 100
  • Original Price: USD 49.5
  • Language: English
  • Edition: N/A
  • Item Weight: 146 grams
  • BISAC Subject(s): Computer Engineering

"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.

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