Annie Huang
EE | ME | Coding
Design | Music | Language Learning | Taekwondo
About Me
I am a person with great curiosity. Since I have experienced and participated in different genres of activities, I learned new perspectives to observe the world and built up an interest to learn in an unfamiliar field. I'm also a creator, I love to build my own works. In order to express my thoughts and stories, I learned skills like languages, drawing, writing, and coding. With these skills, I'm able to step out of the comfort zone, participate in challenging activities to reach the goals and expand my scope of view.
Upcoming / Future Plans
- National Intercollegiate Athletic Games (Taekwondo Poomsae) 2026.04
- Taekwondo 3rd Dan Promotion Test (Considering) 2026.06
- Summer Internship at NSW, Kitakyushu, Japan 2026.07 - 2026.08
- Graduate School (TBD)
Education
- National Taipei University of Technology
(Taipei)
Bachelor Degree of Electrical Engineering / Education program - National Taipei University of Technology
(Taipei)
Associate Degree of Intelligent Automation Engineering
🎓 Scholarship for Academic Performance in every semester
Early Talents & Holistic Development
Gifted & Talented Education
Multi-dimensional Systems Thinking Cultivated a habit of analyzing complex engineering challenges through multiple lenses—integrating mechanical structures, electrical control, and computer science. This enables me to identify "Systemic Inconsistencies" and underlying inefficiencies that others might overlook.
Autonomous Learning & Resource Integration Embraces the mindset that "The world is my classroom." Instead of waiting for formal instructions, I am accustomed to autonomous research and integrating diverse resources to master unknown technologies, such as YOLOv10 and FPGA.
Strategic Execution & Resilience Experienced in scoping complex problems and maintaining progress under practical constraints. I have developed the resilience to iterate on ambitious ideas and the pragmatic judgment to prioritize tasks in high-pressure environments.
Music & Orchestral Training
Major in Percussion & Minor in Piano: Years of rigorous training in diverse instruments (including keyboard and battery percussion) developed high-level hand-eye coordination and the self-discipline required for mastering precision-demanding tasks.
Music Theory & Aural Skills: The systematic study of music theory and ear training (Dictation) honed my pattern recognition abilities and logical analysis of abstract structures.
Orchestral & Ensemble Experience: Serving in wind and string ensembles emphasized the precision of "Teamwork." As a percussionist, I was responsible for maintaining the pulse and stability of the group, a skill directly transferable to coordinating multiple lab users and maintaining system synchronization.
Projects
CSL Ultrasonic Car (Discrete H-Bridge Control)
- Autonomous vehicle capable of object tracking and distance maintenance using ultrasonic feedback.
- Custom-designed H-Bridge motor driver built from discrete components (BJTs and Relays) instead of pre-made modules.
- Implemented signal processing with a Median Filter to eliminate ultrasonic sensor noise.
- Developed Bang-Bang with Deadband control algorithm on Arduino for smooth motor correction and spot turns.
Performance Analysis of YOLO-Based Models for Contraband Image Identification on the SIXray Dataset: A Case Study on YOLOv10
- Processed SIXray dataset (1M+ X-ray images) with extreme 1:1000 class imbalance; implemented Class-Balanced Grouping and Mosaic augmentation.
- Trained YOLOv10 nano/small models under RTX 3080 constraints; analyzed trade-offs in mAP (up to 0.502), latency, and FLOPs.
- Identified VRAM overflow in larger models; proposed dynamic batch sizing and learning rate scheduling to stabilize training.
- Compared with YOLOv4_sr benchmark, demonstrating YOLOv10's efficiency for edge-device security systems.
Linux Odyssey: Interactive Terminal Teaching Website
- Experienced Javascript, TypeScript, Vue Development, Test Automation, Visual Design
- InnoServe Awards 28th Titansoft Agile Second place
- Sch001 2023 Project incubation competition Top prize
- Cooperates with NTPU GDSC in 2024 Autumn
MIT City Science Lab Spring UROP: Music Block
Music Block is a concept product of turning "Music" into a visible 3D substance, the target is to teach music beginners basic music theory, and also build a sense of sounds through it.
- Learn to start a project from 0 to 1, project management, firmware, C
- Firmware Development for the blocks and bottom board.
Behind Brewing: The Role of Thermistors and Heaters in Coffee Maker
A study and research about practical circuit in real world in Circuit Theory course.
- Study of the original circuit and simulation on SIMetrix software
- Modify the parameters to see difference and features of the circuit
- Optimise the circuit in specific usage (Coffee Brewing)
Project work with LEDA Technology
- Experienced AI, Frontend, and Backend Development
- Cooperate with NYCU, and CYCU students. Made a website that people could use AI quickly.
- Cooperate with doctors, wrote a program transferring CT files to picture (.jpg, .png) files for data annotation.
P-TECH Call for Code
Designed a system due to the pandemic (COVID-19).
- The system is divided into two parts: the medical staff part gets requirements to calculate nearest places with adequate materials/manpower.
- The normal user part advises on quick sieves and destinations.
Eco-Friendly Board Game
- Led and organized the team throughout the project.
- Designed the exterior of all the cards and map.
Python Project of Game
Designed a monopoly game with Python.
Professional Skills
Languages
- Mandarin Native
- English
TOEIC RL: 810, SW: 270
IELTS O: 6.5
GRE V: 145, Q: 158, AW: 3.5 - Japanese Passed JLPT N1
Coding Languages
- Python, C, C++
- HTML, CSS, JavaScript / TypeScript
- Vue, Cypress
Art & Music Performing
- Percussion (Solo, Orchestra)
- Piano (Solo)
- Trumpet, Baritone (Orchestra)
- Painting, Designing
Sports
- Taekwondo 1 Dan
- Taekwondo 2 Dan
Certificates & Badges
- MOEA Certified 3D Printing Additive Manufacturing Engineer - Associate Level
- Google Cybersecurity
- IBM SkillsBuild: Python for Data Science, Growth Behaviors
Experiences
Summer Internship: AUO Corporation
- Experienced AI, Python PyQt GUI Development, YOLOv5, Labelme Application
- Maintaining the AI detection system
- Combine additional regulation tool to retrain model
- Combine additional YOLOv5 detection for different usage and manufacture circumstances
CDL Test Automation Developer: International Business Machines (IBM) Corporation
- Experienced Cypress Test Automation Development, JavaScript
- Fix and write testing files
- Specify website problems from the automation tests
Committee Members: Vice President of Taekwondo Club
- Raise Club Exposition and School Fair
- Maintain club Operation
Extra Curriculum
- NTUT Taekwondo Club
- NTUT Soccer Team (Join Practice)
- Zhunan Town Concert Band
- Zhunan Elementary School Musical Class/Orchestra
Courses
IAE Core Courses
EE Core Courses
Interdisciplinary & Elective Courses
Awards & Activities
- Sch001 2023 Project Incubation Competition - Top prize
- InnoServe Awards 28th - Titansoft Agile Second place
- NanYing National Taekwondo Championship - Group College and High School Girls First and Second Level, Third place
- City Youth Forum
- Final Prize in School Monographic Group 2021 Girls in Cyber Security
- 22nd kW Design Award