Mahesh Balaji
Specialises In
Dr. Mahesh Balaji is a passionate technologist with over 2 decades of IT Industry experience. In his role, he is responsible for accelerating technology delivery and future-proofing the practice. This involves frequently researching newer technologies, incubating emerging capabilities and developing reusable assets/accelerators. His charter also includes co-creating technology vision and nurture technology thought leadership within the practice.
Mahesh is an active researcher and a prominent technology speaker, whose current interest includes artificial intelligence, machine learning, and advanced analytics. Mahesh has multiple publications and patents to his credit and about 50+ industry accreditation at strategic and tactical levels.
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Deep Learning in Medical Image Diagnostics
45 Mins
Talk
Intermediate
Convolutional Neural Networks are revolutionizing the field of Medical Imaging analysis and Computer Aided Diagnostics. Medical images from X-Rays, CT, MRI, retinal scans to digitized biopsy slides are an integral part of a patient’s EHR. Current manual analysis and diagnosis by human radiologists, pathologists are prone to undue delays, erroneous diagnosis and can therefore benefit from deep learning based AI for quantitative, standardized computer aided diagnostic tools.
In this session, we will review the state of the art in medical imaging and diagnostics, important tasks like classification, localization, detection, segmentation and registration along with CNN architectures that enable these. Further, we will briefly cover data augmentation techniques, transfer learning and walkthrough two casestudies on Diabetic Retinopathy and Breast Cancer Diagnosis. Finally, we discuss inherent challenges from sourcing training data to model interpretability.
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