Archive of posts tagged: Machine Learning
Coping with Copilot
CS educators: AI-based developer tools are gunning for your assignments. Resistance is futile GitHub’s AI-based Copilot tool went public this summer. It’s an amazing tool for software developers. But students armed with it will be bringing Uzis to a knife fight. Using...
The Different Facets of Large-Scale GPU Cluster Scheduling for ML Jobs
Machine Learning (ML) training is an important workload in enterprise clusters and cloud data centers today. Products like virtual assistants, chatbots, and web search which are an integral part of our life now, are empowered by the innovations in ML and AI research....
5 Guidelines for Research in ML for Systems
It was more than 10 years ago that I first started studying machine learning (ML). Serendipitously, I ended up leveraging ML techniques developed for biological sequence analysis for optimizing storage systems. In the recent past, I have focused on optimizing and...
From Application Specific to General Purpose (Again)
With Dennard scaling discontinued, application-specific hardware accelerators are ubiquitous in modern computers to offer more efficient task processing. Famous examples include Google’s Tensor Processing Units (TPUs) and Apple’s Neural Engines for...Subscribe
