Deep Learning Compilers and Kernel Generation

#technology, #systems, #internet, #development
Share

IEEE Northern Virginia Communications Society (ComSoc) and George Mason University Department of Computer Science invite you to attend the following CS Lecture Series Seminar:

Title: Deep Learning Compilers and Kernel Generation

When: April 17, 2024 from 2:00 PM to 3:00 PM

Speaker: Vinod Grover, NVIDIA

Location: Nguyen Engineering Building, Conference Room 4201

Zoom Link: https://gmu.zoom.us/j/99133375939?pwd=K003K3JuYmR3L2FWYldPWWZrRUVFQT09

 

Abstract:

Deep Learning Compilers have made great progress in recent years and started to be used in training and inference of models. Yet many challenges still remain. High performance model graphs are still written as kernels by experts and these are also deployed manually using custom operation hooks in frameworks. In this talk we will describe some of the challenges in compiling dynamic shapes and designing intermediate representations that enable automatic kernel generation.

Bio:

Vinod Grover is a Sr. Distinguished Engineer at NVIDIA. He has been with NVIDIA since 2007 where he led a team that developed the CUDA C++ language and compiler for programming GPUs. CUDA C++ has been a key catalyst in driving productivity, performance and innovation in many fields. Since 2017, Vinod has been focused on bringing the same productivity and performance to the problem of accelerating Deep Learning models by using important ideas from language design and compiler technology. He is currently leading a small group that is focused on problems of performance and productivity to the development of ML models. Previously Vinod held engineering, research and management positions at Sun Microsystems and Microsoft.

Vinod holds a Bachelor's degree in Physics from IIT Delhi and a Master's degree in Computer Science from Syracuse University.

 


  Date and Time

  Location

  Hosts

  Registration


  • Date: 17 Apr 2024
  • Time: 02:00 PM to 03:00 PM
  • All times are (UTC-04:00) Eastern Time (US & Canada)
  • Add_To_Calendar_icon Add Event to Calendar
If you are not a robot, please complete the ReCAPTCHA to display virtual attendance info.
  • 4400 University Dr
  • Fairfax, Virginia
  • United States 22030
  • Building: Nguyen Engineering Building, Conference Room 4201
  • Contact Event Host
  • Co-sponsored by George Mason University - Department of Computer Science