Projects by Muhammad Faza Pinaringgi: LLM scoring, Gemini agents, medical imaging research, and web products.
Four live products I build and run as the only engineer.
LiveJul 2026 - present
A paid language pre-test platform where Claude scores Writing and Whisper transcribes Speaking, checked against real IELTS results.
Writing-scorer bias
LiveAug 2026 - present
I redesigned the whole site, then built what runs the business behind it: a member area, an admin panel, lead scoring, and online payments.
Live2026
A full redesign of a job portal for Indonesians who want to work abroad.
Live2026
A full redesign that turned a site for visa applicants into a clear B2B site for Australian employers.
Research papers, course projects, and prototypes, each with its stack.
9 projects
ProjectOct 2026
A 10-day prototype for a team in an internal corporate AI competition. The team won 1st place.
Query tools for the analyst agent
In progress2025 - present
Master's thesis: three different teachers trained on 112,120 chest X-rays, distilled into one lightweight student.
Best teacher mAUC
Published2025
LSTM rainfall forecasting feeding an ANUGA flood simulation, rendered as an interactive 3D map. Published at ICCSCI 2025.
Rainfall LSTM R²
Published2024
Which balancing technique helps when only 0.172% of 284,807 transactions are fraud? Published at ICCSCI 2024, presented orally.
Best fraud-class F1
Project2024
Classical models versus CNNs on PlantVillage leaves, served through a web app with a low-confidence guard.
MobileNet macro-F1
Project2025
A general-purpose model beat the domain-specific one on 3-class financial sentiment.
RoBERTa accuracy
Project2026
Three modern vision backbones compared on 7 imbalanced classes, judged by macro-F1.
ConvNeXt V2 macro-F1
Project2024
Type your symptoms and get a likely disease with its description, precautions, medications, diet, and workout. A Flask app on top of five compared classifiers.
Project2023
Book a tutor by level, subject, and method. Designed in Figma, built in HTML, CSS, and JavaScript, with a MySQL schema.