Murali
Emani

I am a Computer Scientist in the Artificial Intelligence and Machine Learning (AIML) group with the Argonne Leadership Computing Facility (ALCF) at Argonne National Laboratory. Prior, I was a Postdoctoral Research Staff Member at Lawrence Livermore National Laboratory, US.

I obtained my PhD and worked as a Research Associate at the Institute for Computing Systems Architecture at the School of Informatics, University of Edinburgh, UK under the guidance of Prof. Michael O'Boyle.

At ALCF, I co-lead the AI Testbed where we explore the performance and efficiency of novel AI accelerators for scientific machine learning applications. I also served as co-chair for the MLPerf HPC group at MLCommons to benchmark large-scale ML on HPC systems.

My current projects focus on:

Developing performance models to identify and address bottlenecks while scaling ML/DL frameworks on emerging supercomputers for scientific applications; co-design of emerging hardware architectures to scale up machine learning algorithms; and benchmarking ML/DL frameworks and methods on HPC systems.