Medical Imaging with Azure Machine Learning

Explore medical imaging applications using Azure Machine Learning in this 1-hour 19-minute webinar. Discover how AI enhances healthcare productivity, enables remote health screening, and facilitates early disease detection. Learn about computer vision demos for medical scenarios, covering topics such as data and model management, deployment, experiment tracking, and explainability. Gain insights into various data science approaches, from manual PyTorch model development to automated machine learning for images. Dive into the machine learning lifecycle, ML operations, and medical use cases through practical notebook experiences. Understand the Azure ML platform, experiment lifecycle, data labeling processes, and integration with health data platforms. Examine pneumonia detection techniques, data visualizations, and the potential of federated learning in medical imaging applications.

Introduction
Medical Imaging Use Cases
Machine Learning Life Cycle
ML Operations
Medical Use Cases
Notebook Experience
Azure ML Platform
Notebook
Sample Image
Experiment Life Cycle
Data Labeling
Azure ML Studio
Project Overview
Labeler Perspective
Medical Features
Metadata Integration
Quality Control
Label Data
Health Data Platforms
Azure Machine Learning
Annotation Tool
Model Monitoring
Federated Learning
Pneumonia Detection
Data Visualizations