Banghao
M.S. CS @ UIUC | Intern @ NCSA | MLSys Researcher
- Role
- Intern at National Center for Supercomputing Applications (Ncsa) at National Center For Supercomputing Applications
- Location
- Urbana, IL, US
- LinkedIn followers
- 500 followers
About Banghao
I am an M.S. CS student at the Siebel School of Computing and Data Science, part of The…
Experience
Intern at National Center for Supercomputing Applications (Ncsa)
National Center For Supercomputing Applications
Aug 2024 — Present · Champaign, IL, US
Emphasized on streamlining process of collecting informative data on the internet with Large Language Models (LLMs) to store in an unified database for future use, involving web crawling, custom database and metrics construction, prompt engineering and supervised-finetuning of LLMs;· Integrated with vLLM to achieve high throughput and is capable of extract 30 JSON data in one minute; Deployed and tested on up to 27 different kinds of LLMs with the number of parameters ranging from 2B to 110B. · Tested the stability with both proprietary and open-weight models and the accuracy with custom metrics and finetune the models to stablize the outputs.
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