Andrew Gui

About Me

I'm Andrew Gui (pronounced "gooey"). ECE undergrad at the University of Washington, currently interning at Pacific Northwest National Laboratory where I work on SensorFish technology and a low head dam literature review. I also co-authored AI hardware research published at MICRO 2024.

Outside the lab, I founded Fitness Tech at UW, box on the Husky Boxing Team, and stay active lifting, wakeboarding, and jet skiing. I love picking up new sports — skiing is my latest one, and I'm looking to get into skydiving next after going for the first time last year. I like building things that matter.

Python Java Hardware Soldering Data Analysis AI/ML LLMs Web Dev

Fitness Tech @ UW

Bridging Fitness & Technology

A Registered Student Organization at the University of Washington bringing together students passionate about fitness, health tech, and innovation. We explore how technology can optimize training, nutrition, and overall wellness.

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Research

SensorFish Technology & Low Head Dam Lit Review @ PNNL

Analyzing autonomous SensorFish data to characterize fish passage conditions through dams. Building Python tools for data visualization, precision soldering sensor-to-computer connections, and currently contributing to a low head dam literature review paper.

Python Data Analysis Soldering HBET

AI Hardware — LLM + LNS Architecture Codesign

Co-authored research optimizing Large Language Models through Logarithmic Number System implementations. Published at MICRO 2024.

LLMs LNS PyTorch Architecture Codesign

Bridging the Gap Between LLMs and LNS with Dynamic Data Format and Architecture Codesign

Haghi P., C. Wu, Z. Azad, Y. Li, A. Gui, Y. Hao, and A. Li, et al.

MICRO 2024 • Austin, TX • Nov 2024

View Publication →

Fitness Journey

The Beginning

2023 — 300 lbs, day one.

Momentum

2024 — Consistency paying off.

Current

2025 — Lifestyle, not a goal.

Daily Grind

Every day counts.

UW Boxing Team

Pride. Poise. Team. Family.

🥊

Boxing

Sparring, footwork, bag work

🏋️

Strength

Powerlifting + hypertrophy

🏃

Conditioning

HIIT, sprints, endurance

Experience

Undergrad Technical Intern — EE | PNNL

Jun 2024 – Present

SensorFish technology: calibration, field testing, soldering, Python data tools, and low head dam lit review research.

Christmas Light Tech | Radiant LLC

Nov 2023 – Feb 2024

Custom holiday lighting installations, safety protocols for elevated work, team training.

HPC Intern | PNNL

Jun 2023 – Aug 2023

LLM optimization research with Logarithmic Number Systems. Co-authored paper published at MICRO 2024.

Crew Member | McDonald's

Nov 2022 – Jun 2023

I just put the fries in the bag. Sometimes nuggets or even a burger.

Technical

Python
Java
HTML / CSS / JS
PyTorch

Hardware

Precision Soldering
Circuit Integration
Equipment Calibration
Data Acquisition Systems

Certifications

Microsoft Office Specialist 2019
NASM (in progress)
CPR/First Aid (in progress)

Projects

🐧

PenguinBudget

Personal Finance Tracker

Track income, expenses, and financial goals with real-time analytics.

JavaScript HTML CSS

View Project →

MyFitnessTech Live

Fitness Tech RSO App

The official Fitness Tech app. Download it now on the App Store!

iOS Mobile App

App Store →