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Consolidation in Benchmarking, Optimization, and Ecosystem Collaboration for AI ASICs

Offered By: CNCF [Cloud Native Computing Foundation] via YouTube

Tags

Hardware Acceleration Courses Artificial Intelligence Courses Software Development Courses Machine Learning Courses Cloud Computing Courses IT Infrastructure Courses Benchmarking Courses

Course Description

Overview

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Explore the challenges and solutions in adopting AI ASICs through this 21-minute conference talk by Minghui Yu from ByteDance. Gain insights into ByteMLPerf, a tool developed to streamline ASIC evaluation from a production perspective. Learn how this innovative approach addresses issues such as cross-team communication, model selection, and performance expectations. Discover how ByteMLPerf enhances ease of use, versatility, and reproducibility in both software and hardware aspects. Understand the tool's comprehensive metrics for real-world evaluation and its compilation backend that maximizes model performance on ASICs. Delve into the growing popularity of ASICs in AI acceleration and the strategies to overcome adoption hurdles in IT companies.

Syllabus

Consolidation in Benchmarking, Optimization, and Ecosystem Collaboration for AI ASICs - Minghui Yu


Taught by

CNCF [Cloud Native Computing Foundation]

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