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Starts 8 June 2025 00:34
Ends 8 June 2025
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Bringing AI to the Edge - On Premise Azure Cognitive Services - Open Source
Explore Azure Cognitive Services containers for on-premise AI, with demos of local Face and Text services. Learn to configure and implement edge AI solutions.
PASS Data Community Summit
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PASS Data Community Summit
2544 Courses
54 minutes
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Overview
Explore Azure Cognitive Services containers for on-premise AI, with demos of local Face and Text services. Learn to configure and implement edge AI solutions.
Syllabus
- Introduction to AI on the Edge
- Overview of Azure Cognitive Services
- Setting Up On-Premise AI Solutions
- Face Recognition and Analysis
- Text Processing at the Edge
- Integrating Azure Cognitive Services with Existing Infrastructure
- Open Source and Community Tools
- Building Edge AI Applications
- Monitoring and Maintenance
- Real-World Case Studies
- Course Conclusion and Next Steps
Understanding Edge AI
Benefits of On-Premise AI Deployments
Introduction to Azure Cognitive Services
Key Services: Face, Text, and More
Azure Cognitive Services Containers
Installation and Configuration
Local Face Service Configuration
Implementation Best Practices
Hands-On Demo: Setting Up Face Service
Local Text Processing Configuration
Implementation Best Practices
Hands-On Demo: Setting Up Text Service
Data Security and Privacy Considerations
Managing Resources and Scaling Solutions
Overview of Relevant Open Source Tools
How to Leverage Community Contributions
Design Considerations for Edge AI
Use Cases and Industry Applications
Monitoring Systems for Performance and Reliability
Updating and Maintaining AI Services
Successful Implementations of Edge AI
Lessons Learned and Best Practices
Recap and Key Takeaways
Further Learning Resources and Opportunities
Subjects
Conference Talks
