This course is designed for healthcare professionals, AI developers, and anyone eager to harness the power of GenAI to advance diagnostic capabilities. Through hands-on, practical applications, you’ll learn how to integrate GenAI tools effectively into diagnostic workflows, covering techniques like prompt engineering, model fine-tuning, agents creation and the integration of multimodal data for more comprehensive patient insights. Without the need to build new models, you’ll learn to apply existing GenAI tools to enhance diagnostic accuracy in real-world healthcare settings.
This course is designed for healthcare professionals, AI enthusiasts, and individuals interested in the intersection of technology and medicine.
A basic understanding of healthcare processes and technology is helpful but not mandatory.
By the end of this course, learners will be equipped with knowledge and tools to integrate generative AI to improve diagnostics accuracy. They will be able to apply GenAI models and techniques, to improve diagnostic accuracy across various healthcare scenarios. Also, learners will be able to assess ethical considerations and biases in GenAI applications to ensure fair and accurate diagnostic outcomes across diverse patient populations.
In this course, you’ll explore how to harness generative AI to advance diagnostic capabilities in healthcare. Through hands-on applications, you’ll learn to integrate GenAI tools into diagnostic workflows, utilizing techniques like prompt engineering, model fine-tuning, agent creation, and multimodal data integration for comprehensive patient insights. Focusing on the practical use of existing tools, you’ll develop skills to enhance diagnostic accuracy and improve outcomes in real-world healthcare settings.
涵盖的内容
12个视频4篇阅读材料3个作业2次同伴评审
显示有关单元内容的信息
12个视频•总计66分钟
Introduction to the Course & Meet Your Instructor•2分钟
The Evolution of AI in Diagnostics•6分钟
Fundamentals of GenAI for Diagnostics•10分钟
GenAI Capabilities for Diagnostics•6分钟
Prompt Engineering for Diagnostics•9分钟
Fine-Tuning with Small Models•5分钟
AI Agents for Diagnostics•4分钟
Deployment of GenAI in Clinical Workflows•10分钟
Validation and Monitoring of GenAI Performance•5分钟
Ethics in AI-Driven Diagnostics•4分钟
Future Trends•4分钟
Congratulations and Continuous Learning Journey•2分钟
4篇阅读材料•总计20分钟
Welcome to the Course: Course Overview•5分钟
Healthcare Generative AI and Data – 2025 Health IT Predictions•5分钟
Future of Generative AI in the Medical Industry: AI Agents•5分钟
How AI-Driven Healthcare Will Transform Patient Care and Diagnostics•5分钟
3个作业•总计80分钟
Improving Diagnostic Accuracy with GenAI•20分钟
Differential Diagnosis Enhancement with GenAI•30分钟
Azure AI Foundry Model Deployment for Healthcare Diagnostics•30分钟
2次同伴评审•总计30分钟
(Optional) Hands on Learning: Generating a Differential Diagnosis with Copilot•15分钟
Hands on Learning: Deploying and Consuming a Model in Azure AI Foundry•15分钟
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