About

Profile

SangLyul ChoBill Cho

Seoul, South Korea

[email protected]

B.S. Student in CSE and Math

Seoul National University

Mar 2022 - Present

TBD

High School Diploma

Seoul Science High School

Mar 2019 - Feb 2022

TBD

Profile
My primary interest lies in machine learning (ML) and the acceleration of large-scale deep learning (DL) models. I have a diverse background in ML, systems, competitive programming, and web development. Having observed the escalating growth and complexity of DL models, I've developed an interest in tackling the challenges of efficient training and serving these models. To deepen my understanding and explore these interests further, I am double majoring in math.

Publications

Any-Precision LLM: Low-Cost Deployment of Multiple, Different-Sized LLMs

Yeonhong Park, Jake Hyun, SangLyul Cho, Bonggeun Sim, Jae W. Lee

The 41st International Conference on Machine Learning (ICML), 2024

Oral Presentation (144/9473=1.5%)

VGA: Hardware Accelerator for Scalable Long Sequence Model Inference

SeungYul Lee, Jihoon Hong, Hyunseung Lee, SangLyul Cho, Jae W. Lee

The 57th IEEE/ACM International Symposium on Microarchitecture (MICRO), 2024


Work Experience

ARC Lab

07/2023 - 08/2023, 01/2024 - 02/2024

Undergraduate Research Intern (Advisor: Prof. Jae W. Lee)

  • Published two papers under the supervision of Prof. Jae W. Lee.

Samsung Electronics

07/2022 - 08/2022

Summer Software Intern, SW Development Team in Memory Business

  • Improved performance of SSD(Solid State Drive) using machine learning.

Honors and Awards

Semiconductor Track Scholarship

4000+ USD

2024 - Present

Presidential Science Scholarship

30000+ USD

2022 - Present

ICPC Asia Seoul Regional 2023

Fifth Award, 12th place

Samsung Collegiate Programming Cup 2023

Fifth Award

Undergraduate Deep Learning Product Recognition Contest 2023

Excellence Prize, 2nd place

Korea Olympiad in Informatics 2021

Silver Prize, 8th place


Languages