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MLPerf

Driving Smarter ML Decisions with Scopic’s Development Solutions 

The Challenge

Machine learning (ML) has emerged as one of the most popular technologies in today’s digital landscape. However, with a growing number of ML-powered tools on the market, companies face the challenge of knowing which solutions truly deliver accurate, reliable results. 

Evaluating these tools is both a time-consuming and complex task, requiring a combination of metrics to accurately assess a system and ensure it interprets human language across different contexts.  

The Vision 

The founders of MLPerf recognized the growing demand for a tool that simplifies ML benchmarking. Their goal was to create a tool capable of comparing machine learning workloads across a range of devices, including laptops, desktops, and workstations. 

Their team quickly recognized that developing a tool that helped businesses make more informed decisions about AI required a comprehensive strategy and a partner that knew how to leverage advanced technologies. 

The Scopic Solution

ML Commons partnered with us to develop MLPerf, a leading benchmarking tool designed to measure the performance of machine learning systems on a wide range of hardware. 

Our team leveraged advanced technologiessuch as C++, Python, and CMake—to create a tool capable of: 

  • Evaluating the performance on diverse ML tasks, including image recognition, natural language processing, and recommendation systems. 
  • Comparing results across multiple hardware and software configurations. 
  • Optimizing system performance for specific workloads using insightful metrics. 

Our developers also implemented automated testing and stepped in to manage time-sensitive responsibilities typically handled by Independent Hardware Vendors—delivering everything needed to help MLPerf become a trusted name in the AI and machine learning community. 

Cross-platform benchmarking

Diverse ML task evaluation

Skills Involved:

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