Gastroenterology and Artificial Intelligence: 3rd Annual Artificial Intelligence Summit (On-Demand) | September 2021-Computer Vision in Medicine: State of the Art

Video Transcription

Video Summary

In this video, Dr. Rahul Bhotekar, Director of Computer Vision at Amazon Web Services, discusses computer vision and its applications in medicine. He starts by giving an overview of the services offered by Amazon in AI and machine learning, specifically in the areas of computer vision and health AI. He explains the different layers of their machine learning capabilities, from frameworks and infrastructure to ML services and AI services. For computer vision, he mentions services like Amazon Recognition, Extract, and Lookout for Vision. He also introduces the concept of custom labels, which allows users to build their own deep learning models with minimal ML expertise. Dr. Bhotekar talks about reducing the data labeling burden by using interactive feedback and provides a demo of training a beer classification model in real-time. He also introduces Amazon Lookout for Vision, which enables anomaly detection, and discusses ongoing research on segmenting important structures within images. Dr. Bhotekar concludes by emphasizing the potential of multimodal representations in healthcare and the importance of democratizing AI.

Asset Subtitle

Rahul Bhotika, PhD

Keywords

Computer Vision

Medicine

Amazon Web Services

AI

Machine Learning

Healthcare