Summary
This project aims to automate and streamline the process of evaluating NVMe drive performance by applying unsupervised machine learning algorithms to cluster drives into distinct performance tiers. The team trained their Birch model on data that was collected from a wide range of NVMe drives by Nutanix. Through iterative testing and refinement, they developed a system that helps users easily identify the best-performing drives for specific workloads.
AI/ML For Advanced NVMe Drive Performance poster PDF
Sponsor
Nutanix Inc.
Team
Andrew Chu, Arnav Sharma, Clarice Park, Manusri Allam, Matthew Wang-Mizuno, Ryan Trimble