December 14 - 15, 2021 | Virtual Event
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Tuesday, December 14 • 12:15 - 13:05
Edge-AI Design Strategy on a C2C E-Commerce Application - Yuji Oshima, Mercari Inc.

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At Mercari, we have released features using EdgeAI technology for both mobile native applications and web apps. EdgeAI technology in the mobile setting allows for inference of Machine Learning models on mobile devices and has the potential to dramatically improve the UX of mobile applications. In recent years, OSS libraries related to technologies such as TensorFlow Lite and PyTorch Mobile have been actively developed, and SDKs such as MLkit and CoreML are becoming easier to use. However, EdgeAI in mobile applications is more difficult than server-side inference due to the variations of supported devices and limited computational resources. We will talk about the evaluation and validation of ML models for mobile devices and implementation that combines OSS such as TensorFlow Lite and Mediapipe.


Yuji Oshima

Software Engineer, Mercari inc.
Yuji Oshima is the Tech Lead of the Edge-AI team at Mercari inc. To date, he has led the EdgeAI projects at Mercari for three years. He has presented and published at conferences, such as OSS summit EU, USENIX OpML. In addition, he has been contributing to KubeFlow, an MLOps platform... Read More →

Tuesday December 14, 2021 12:15 - 13:05 JST
AI + Data Theater
  AI & Data