talks

talks, lectures, posters, and research presentations.

2026
ML for Systems, Systems for ML
Lecture, ITU IoT course, Copenhagen, Denmark, April 9
lecture Slides
Taming GPU Interference: Safe Co-location and Fair Resource Management
Workshop talk, SAINTS, Copenhagen, Denmark, March 6
workshop talk Slides Venue
2025
CARMA: Collocation-aware Resource Management System for Deep Learning Training Tasks
Talk, SUITS Symposium, Copenhagen, Denmark, September 22–25
talk Slides Venue
CARMA: Collocation-aware Resource Management System for Deep Learning Training Tasks
Poster, D3A 3.0, Nyborg, Denmark, August 26–27
poster Poster Venue
GPUMemNet: Deep Learning-based Estimation of GPU Memory Requirement for Neural Network Training Tasks
Poster, D3A 3.0, Nyborg, Denmark, August 26–27
poster Poster Venue
GPU Memory Usage Estimation for Efficient Resource Management for Deep Learning Training
Workshop talk, ESwML, Rotterdam, Netherlands, March 31.
workshop talk Slides Venue
2024
Introduction to CUDA Programming
Guest lecture, Operating Systems and C, IT University of Copenhagen, November 18
guest lecture Slides Code Video
GPUs, FPGAs, Accelerators
Guest lecture, Operating Systems and C, IT University of Copenhagen, November 11
guest lecture Slides Video
Resource-Efficient Training via Task Collocation on GPUs
Presentation and poster, D3A 1.0, Nyborg, Denmark, February 1–2
presentation Venue
2023
Profiling and Monitoring Deep Learning Training Tasks
Paper presentation, EuroMLSys, Rome, Italy, May 8
paper presentation poster Poster Venue Video
Orchestration of Deep Learning Tasks on CPU-GPU Co-Processors for Multi-Tenant Settings
Presentation and poster, EuroSys Doctoral Workshop, Rome, Italy, May 2023.
presentation poster Venue
Processors
Guest lecture, Large Scale Data Analysis / Big Data Management, IT University of Copenhagen, April; November
guest lecture Slides
2022
Overprovisioning GPUs in the age of AI
Guest lecture, Large Scale Data Analysis, IT University of Copenhagen, November
guest lecture Slides
Processors
Guest lecture, Large Scale Data Analysis / Big Data Management, IT University of Copenhagen, April; November
guest lecture Slides
GPU Efficiency through Intelligent Collocation
Poster, REAML Summer School, Dortmund, Germany, September
poster Poster