Andrew Gui

Electrical & Computer Engineering • Research • Innovation

⚡ UW Seattle ECE 🔬 Electrical Engineer at PNNL 🥊 UW Boxing Team 🚤 Watersports Fanatic 💪 Fitness Enthusiast

About Me

Andrew Gui

My journey in engineering stems from a simple childhood fascination: how does a collection of metal and plastic have the capability to call a friend halfway around the world? This curiosity has driven me to aggressively jumpstart my career and pursue hands-on experience, from graduating as valedictorian of high school a year early to securing competitive internships at Pacific Northwest National Laboratory (PNNL). Currently, I work as an Undergraduate Technical Intern - Electrical Engineering at PNNL, where I calibrate and test SensorFish devices—autonomous sensors that withstand brutal dam turbine forces while collecting precise fish passage data. I've also co-authored research on optimizing Large Language Model hardware using Logarithmic Number Systems, exploring how computational efficiency can be revolutionized through hardware-software integration. Now pursuing Electrical and Computer Engineering at the University of Washington, I'm focused on building the skills to create major impacts on every project I touch.

However, what sets me apart isn't just technical capability—it's my interdisciplinary mindset that innovation only happens when boundaries are broken and the impossible becomes possible in the real world. This philosophy extends far beyond STEM. Whether I'm finding the most energy-efficient combinations in boxing as part of UW's Boxing Team or developing the systematic approach that helped me lose 100 pounds in 8 months, I approach every challenge with creative problem-solving skills and unwavering determination. With that, engineering excites me because it's the art of making what seems impossible work under brutal, unforgiving conditions, and I understand that breakthrough results, whether in engineering or personal challenges, come from applying brains over brawn.

Research & STEM Journey

🔬 Current Research: Sensorfish Technology at PNNL

Working as an Undergraduate Technical Intern - Electrical Engineering: I analyze autonomous SensorFish and Mini SensorFish data to characterize fish passage conditions through dams. This involves field testing, calibration, and assisting in developing Python analysis programs to modernize hardware and legacy data acquisition systems.

Python Data Analysis Hardware Testing HBET

💻 AI Hardware

Co-authored research optimizing Large Language Models through Logarithmic Number System (LNS) implementations. Conducted comparative performance analysis of LNS vs. Floating Point architectures, contributing to next-generation AI hardware design and computational efficiency breakthroughs.

LLMs Architecture Codesign Performance Optimization Machine Learning

Fitness Journey 🏋️

Through sheer will and determination, I transformed my health and fitness — here’s the journey so far.

🥊 UW BOXING TEAM 🥊

Proud member of the University of Washington Boxing Team

Boxing team group photo Personal boxing portrait

Boxing isn't just about physical strength - it's about discipline, strategy, and mental toughness. These skills translate directly to my academic and professional life. Go Huskies! 💜💛

🥊 Boxing Training

Technical sparring, footwork drills, heavy bag work, and conditioning. Representing UW with pride!

💪 Strength Training

Powerlifting fundamentals mixed with hypertrophy work. Building functional strength that transfers to the ring.

🏃 Conditioning

High-intensity cardio, sprint work, and endurance training. Staying fight-ready year-round.

My Fitness Philosophy

Consistency, persistence, and constantly challenging yourself are the only ways to grow. The skills gained from training at the gym translate directly to playing sports, studying, working—really everything in life. It's okay to be scared, but it's not okay to stay scared. Every rep, every round, every challenge is an opportunity to prove that you're stronger than your excuses.

Adventures & Adrenaline 🚁

Life's too short to stay on the ground - from skydiving to jet skiing!

🪂 Skydiving

There's nothing quite like jumping out of a perfectly good airplane! The ultimate adrenaline rush and a reminder that life's biggest rewards come from stepping outside your comfort zone.

Add Skydiving Photo Here
(Mid-jump or landing shot!)

🚤 Jet Skiing

Nothing beats the rush of flying across the water on a jet ski. It's my favorite way to unwind and get that adrenaline pumping!

Add Jet Ski Photo Here

🏄 Watercraft Activities

From wakeboarding to tubing, if it involves water and speed, I'm all in. The Pacific Northwest has amazing spots for water sports!

Add Water Activity Photo Here

🌊 Lake Days

Weekend trips to the lake with friends, bringing the jet skis out, and just enjoying life. Balance is everything!

Add Lake Day Photo Here

🎯 Adventure Philosophy

"Life begins at the end of your comfort zone. Whether it's jumping from 15,000 feet, my first attempt at wakeboarding, or tackling complex research problems—the biggest growth comes from embracing challenges head-on."

Work Experience

Undergraduate Technical Intern - PNNL

June 2024 - Present

Analyzing SensorFish autonomous sensor data to characterize fish passage conditions (acceleration, pressure, rotation) through dams, supporting environmental impact assessments for hydroelectric infrastructure. Conducting field testing, calibration, and acceptance testing of Mini SensorFish devices for dam site deployment. Developing Python/Tkinter data analysis programs and researching equipment upgrades to modernize legacy data acquisition systems.

Add PNNL Work Photo Here

High Performance Computing Intern - PNNL

June 2023 - August 2023

Contributed to groundbreaking research on Large Language Models and Logarithmic Number Systems, resulting in a published paper at MICRO 2024. Explored LNS implementations in LLMs with direct applications to systems like ChatGPT.

Christmas Light Technician & Window Cleaner

[Add your dates]

Seasonal work installing holiday lighting displays and maintaining commercial windows. Developed attention to detail, safety protocols, and customer service skills while working at heights.

Add Work Photo Here
(Shows versatility & work ethic!)

Crew Member - McDonald's

[Add your dates]

Developed strong work ethic, customer service skills, and ability to perform under pressure. Every job teaches valuable lessons - this one taught me the importance of teamwork and efficiency!

Add McDonald's Work Photo Here
(Shows work ethic & humility!)

Certifications & Skills

✅ Current Certifications

  • 📋 Microsoft Office Specialist (2019)
  • [Add other current certifications here]

🎯 In Progress / Planned

  • 🚑 CPR/First Aid Certification
  • ⚡ AED (Automated External Defibrillator)
  • [Add other planned certifications]

💻 Technical Skills

  • Languages: Java, Python, SQL
  • Tools: HBET, ROV Technology
  • Specializations: HPC, AI Hardware, LNS

Publications

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

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

Published in: Proceedings of the 57th IEEE/ACM International Symposium on Microarchitecture (MICRO 2024)

Date: November 2-6, 2024, Austin, TX

View Publication →

Let's Connect!

Whether it's about research, fitness, or just to chat - I'd love to hear from you!