Home Institution: UC San Diego
Russell Marroquin
Particle Physics and Machine Learning 2nd. year PhD studentMy research:
My research involves the development of ML hardware co-designed algorithms and their implementation on the triggering hardware of the CMS detector at the LHC.
My expertise is:
I am working to become an expert in ML, detector data acquisition systems, and HEP-inspired data analysis tools.
A problem I’m grappling with:
A problem I am grappling with is related to the deployment of a ML algorithm on a triggering device to test its performance in the context of inference, resource utilization, and latency.
I’ve got my eyes on:
I’ve got my eyes on Beyond the Standard Model searches for particles and the theories that back their existence.
I want to know more about:
I want to know more about 1) particle physics analyses and the computational tools employed to realize such analyses, 2) optimization and enhancement of ML models, and 3) detector data acquisition systems.