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Applications developed on Microsoft Azure using Generative AI have the potential to revolutionize the healthcare industry both by improving efficiency and sparking innovation. On this episode of the Azure Essentials Show, Harshitha and Manasa walk through the process showing which Azure services can be brought to bear to help doctors take in patient data more quickly, so they can spend more time with their patients.
Resources
• Read Manasa’s blog: Patient Referral Document Summarization using Azure OpenAI https://techcommunity.microsoft.com/t5/azure-architecture-blog/patient-referral-document-summarization-using-azure-openai/ba-p/4115905
• Get Training: Discover Microsoft AI for leaders in healthcare https://learn.microsoft.com/en-us/training/paths/discover-microsoft-ai-leaders-healthcare-industry/
• What is the Text Analytics for health in Azure AI Language? – Azure AI services https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/overview?tabs=ner
• Solutions for the healthcare industry – Azure Architecture Center https://learn.microsoft.com/en-us/azure/architecture/industries/healthcare
• What is Azure AI Language – Azure AI services https://learn.microsoft.com/en-us/azure/ai-services/language-service/overview
• Query-based document summarization – Azure Architecture Center https://learn.microsoft.com/en-us/previous-versions/azure/architecture/ai-ml/guide/query-based-summarization
• Explore more Azure Essentials resources! https://azure.microsoft.com/solutions/azure-essentials/
Related episodes
• Watch more episodes in the Azure Whiteboard Series https://aka.ms/AzureWhiteboardSessions
• Watch more episodes of the Azure Essentials Show https://aka.ms/AzureEssentialsShow
Chapters
0:00 Introduction
1:00 Efficiency and Innovation
1:55 Referral document summarization
3:51 Data extraction
4:23 Data manipulation: cleanup, etc.
4:41 Summarization and tokenization
5:05 Prompt engineering
5:28 Language model evaluation
6:06 Continuous monitoring
6:42 Trust is key
7:12 Prompt engineering details
7:40 Evaluation strategy
8:50 Resources for builders Read More Microsoft Developer
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