Hello, I’m
Jesslyn Trixie Edvilie
I translate complex AI research into intuitive applications that solve real-world problems.
Research
Published
Apple Dev
Academy
Full-Stack
AI/ML
3.99 GPA
BINUS University
Get to Know Me
About Me
My journey, achievements, and the experiences that shape my approach to technology and innovation.
Summary
Computer Science undergraduate specializing in Intelligent Systems who translates complex algorithms into practical, user-facing software. I combine published applied ML research (co-author at ICCSCI 2025) with end-to-end development experience from a deployed MERN full-stack soundscape app to ML-powered tools and GUIs. Preparing for Apple Developer Academy 2026, aiming to pivot into mobile/iOS engineering while bringing strong product sense and advanced Mandarin proficiency for cross-cultural collaboration.
Education
Bachelor of Science in Computer Science
BINUS University
Intelligence Systems • 3.99/4.00
Aug 2023 - Feb 2027
Apple Developer Academy
Tangerang, Indonesia
Mobile App Development
Mar 2026 - Dec 2026
Publications
Procedia Computer Science (ICCSCI 2025)
"Enhancing Decision Tree Performance through Stacking Ensemble Learning for Sentiment Analysis"
Teguh, S. P., Edvilie, J.T., et al.
Work Experience
Laboratory Teaching Assistant
BINUS University
Sep 2024 - Jan 2025 • Malang, Indonesia
Led weekly hands-on lab sessions for over 100 students across two core computer science and business innovation courses.
Algorithm and Programming
• 60+ students
Led weekly hands-on lab sessions for over 60 students, teaching fundamental concepts of algorithms and programming logic in C.
Commercializing Emerging Technology
• 40+ students
Collaborated with the lead lecturer to conduct weekly lab sessions for over 40 students, guiding them on the practical application of emerging technology for business model creation.
Languages
Technical Expertise
AI/ML
Web Development
Desktop Apps
Tools & DevOps
Data Science
Awards & Honors
Activities
Staff Member & Master of Ceremonies
HIMTI Student Association
Mar 2024 - Dec 2024 • Jakarta, Indonesia
Led academic events and provided technical mentorship while serving as primary MC for major workshops and bootcamps.
• Hosted 'AI 101: Object Detection' workshop with NVIDIA expert
• Mentored student teams in AR development competition
• Conducted weekly Discrete Mathematics supplementary sessions
My Work
Projects & Research
From AI-powered applications to full-stack solutions and published research. Each project represents a journey of problem-solving and innovation.
A full-stack MERN application that allows users to mix curated music with ambient sounds (rain, ocean, fireplace) to create personalized soundscapes. Includes JWT-based authentication, email verification, password reset, account management, and a modern glassmorphism UI deployed on Vercel.
An interactive sketch recognition system using CLIP embeddings, PCA, SVM, and FAISS for fast similarity search. Built with Python and Tkinter GUI, it achieved 77.2% Top-1 accuracy on TU-Berlin—outperforming deep learning baselines like VGG-16.
A research project proposing a stacking ensemble pipeline to improve sentiment analysis accuracy by combining diverse base learners. Achieved significant performance gains over single decision tree models, published in Procedia Computer Science (ICCSCI 2025, Scopus Q2).
Benchmarked CNN architectures (EfficientNet, ResNet, InceptionV4, MobileNetV3, VGG-16) for Alzheimer’s detection from MRI scans. Achieved 98% accuracy, providing insights on balancing predictive power with clinical interpretability.
An Android application built with Flutter and Django REST API that leverages a fine-tuned AI summarization model to deliver concise Indonesian history content. Designed with an interactive, accessible educational interface for students and the public.
D3.js scatterplot analyzing cycling race times vs. doping allegations. Visualizes professional cyclists' performance data with interactive tooltips, color-coded legends, and responsive design. Part of freeCodeCamp's Data Visualization curriculum.
Interactive heat map visualizing global land-surface temperature variations from 1753-2015. Features color-coded temperature scales, hover interactions, and responsive design. Demonstrates climate data patterns through effective visual encoding.
Geographic choropleth map showing educational attainment across US counties. Uses TopoJSON data and D3.js to create an interactive map with hover tooltips and color-coded education levels. Demonstrates geospatial data visualization techniques.
Interactive treemap visualization of video game sales data by platform and genre. Features hierarchical data representation, hover effects, color-coded categories, and responsive legends. Capstone project for freeCodeCamp's Data Visualization certification.
Professional Development
Certifications
Continuous learning through industry-recognized certifications from Harvard, freeCodeCamp, and NVIDIA.
2025
Backend Development and APIs
freeCodeCamp
Relational Database
freeCodeCamp
Data Visualization
freeCodeCamp
Front End Development Libraries
freeCodeCamp
JavaScript Algorithms & Data Structures
freeCodeCamp
Responsive Web Design
freeCodeCamp
2024
Introduction to Python
Harvard CS50
Introduction to Artificial Intelligence with Python
Harvard CS50
Fundamentals of Deep Learning
NVIDIA Deep Learning Institute
Let's Work Together
Ready to collaborate on your next project or discuss new opportunities.
Get In Touch
Location
Jakarta, Indonesia
Open for remote work globally.