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Microsoft

From Cloud to Edge - Building and Shipping Edge AI Apps with Microsoft Foundry

Microsoft via YouTube

Overview

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Explore how Microsoft Foundry revolutionizes Edge AI development in this 43-minute conference talk from Microsoft Ignite 2025. Learn to build, ship, and scale AI applications that run intelligence directly on edge devices rather than relying solely on cloud infrastructure. Discover the latest features in Foundry Local and master the techniques for creating client applications that execute AI models on-device. Understand how to leverage Azure Arc for deploying models across servers and edge devices, while witnessing live demonstrations of real-world implementations. Examine strategies for handling disconnection scenarios in AI applications and explore audio transcription enablement capabilities. Investigate the expansion of Foundry Local to Android platforms through the PhonePe collaboration, and delve into custom model fine-tuning using Foundry Local tools. Master GitOps and OCI Registry workflows for efficient model updates and versioning, including hands-on experience with the ORAS tool for pushing OCI artifacts. Gain insights into cross-platform support capabilities and observe practical demonstrations of version management across multiple clusters. This advanced-level session provides comprehensive coverage of transitioning AI workloads from cloud to edge environments efficiently, featuring expert insights from Microsoft specialists Lior Kamrat, Sam Kemp, Gautham Krishnamurthy, and Raji Rajagopalan.

Syllabus

0:00 - Handling Disconnection Scenarios for AI Applications
00:13:29 - Introducing Audio Transcription Enablement
00:17:00 - Expanding Foundry Local to Android – Introduction of PhonePe Collaboration
00:23:01 - Custom Model Fine-Tuning with Foundry Local Tools
00:23:47 - Raji Recaps Foundry Local’s Cross-Platform Support
00:29:02 - GitOps and OCI Registry Workflow for Model Updates and Versioning
00:34:19 - Introducing ORAS tool for pushing OCI artifacts
00:37:06 - Demonstrating version 2 running on second cluster
00:41:02 - Summary of demo and event wrap-up

Taught by

Microsoft Ignite

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