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October 22-23, 2025
San Francisco, CA
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Note: The schedule is subject to change.

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Wednesday October 22, 2025 11:00am - 11:25am PDT


ExecuTorch is an end-to-end solution for deploying PyTorch models onto edge devices, including mobile, embedded systems (such as smart sensors, IoT, and wearables), and XR devices. In this talk, we'll mainly focus on the maturity and stability of ExecuTorch, inviting mobile and embedded systems application developers to start adopting ExecuTorch for productionization. Specifically, we will cover:
- Developer flow and ease of use around quantization, integration and deployment
- Tight integration with backends, mobile accelerators, and hardware partners
- Ecosystem, libraries and SDKs built around ExecuTorch

What you'll learn:
- What is ExecuTorch, how it works, and why it matters
- Production readiness for adoption
- Case studies around GenAI, computer vision, and other ML applications on edge devices
Speakers
avatar for Mergen Nachin

Mergen Nachin

Software Engineer, Meta
Mergen Nachin is a Software Engineer specializing in creating rich AI experiences on low latency, high performance, and privacy-aware embedded systems. With a background in distributed systems, developer infrastructure, remote sensing, and localization, he brings a versatile skill... Read More →
avatar for Cemal Bilgin

Cemal Bilgin

Engineering Manager, Meta
Leading PyTorch on-device ML
Wednesday October 22, 2025 11:00am - 11:25am PDT
Room 2009 - 2011
  Edge

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