( Archive / Selected & Experimental Works )

Ideas intoapplied systems.

A complete archive of 20 projects across machine learning,
deep learning, web development, UI/UX design, and software engineering.

01 · AI-Powered Web App

diabites.aiOCR Scanner LightGBM YOLOv8

NUTRITION LABEL SCANNEREat wiser,
live better.

OCR + ML dietary guidance for diabetes care.

DiaBites

Eat wiser, live better.

AI Application / OCR / PWA · End-to-End AI & Full-Stack Engineer

DiaBites helps users understand the nutritional information on packaged food and beverage labels. By scanning or uploading a label, users can extract key nutritional data and receive tailored dietary recommendations.

Role & Contributions

Developed the application end to end, including OCR integration, AI model development, backend APIs, database management, and frontend implementation using TensorFlow, YOLOv8, and LightGBM.

TensorFlowYOLOv8LightGBMReactJSExpress.jsPostgreSQL

02 · AI-Powered Website

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HEALTHCARE DEMAND FORECASTING

MedSupply AI

AI & Web Development · Machine Learning Engineer

Developed demand forecasting models to predict patient demand and optimization approaches for patient delivery and pickup, reducing stockout and overstock risks across healthcare supply workflows.

Role & Contributions

Machine Learning Engineer: Built demand forecasting models to predict patient demand alongside delivery and pickup optimization pipelines.

Demand ForecastingPredictive AnalyticsOptimizationMachine Learning

View GitHub Repository

03 · Image Recognition Model

vision

AGRICULTURAL PEST CNN CLASSIFICATION

⌖

Pest Detection

Deep Learning / Computer Vision · Deep Learning Engineer

Developed an image-based pest detection model for plants using a Convolutional Neural Network (CNN) to support faster and more accurate identification of agricultural crop threats.

Role & Contributions

Deep Learning Engineer: Designed and trained the Convolutional Neural Network (CNN) image recognition pipeline for automated plant pest classification.

CNNDeep LearningComputer VisionImage Recognition

View GitHub Repository

04 · Clinic Management Platform

dental.

multi-role clinic
management system

DentalCloud Pro

UI/UX Design / Web Application · Lead UI/UX Designer

DentalCloud centralizes administrative and clinical workflows in one web platform. It supports distinct user roles for administrators, dentists, and patients with dedicated functionality for each.

Role & Contributions

Led the UI/UX design process, including user research, user flows, wireframing, information architecture, and high-fidelity interface design alongside a unified design system.

UI/UX DesignUser ResearchWireframingDesign SystemsResponsive Design

05 · Image Recognition Model

scene

MOBILENETV2 / 5 NATURAL SCENES

Panorama Recognition

Deep Learning / Transfer Learning · Deep Learning Engineer

Developed a multi-label panorama recognition model using a customized MobileNetV2 CNN transfer learning architecture to classify natural scene categories.

Role & Contributions

Deep Learning Engineer: Configured and fine-tuned the customized MobileNetV2 CNN transfer learning architecture for natural scene recognition.

MobileNetV2Transfer LearningCNNComputer Vision

View GitHub Repository

06 · Full-Stack Website

art.showcaseWeb Architecture

Curate & CreatePORTFOLIO & CHALLENGE PLATFORM

Art Showcase Platform

Web Development · Full-Stack Developer

Built a platform that enables users to showcase and share their creative work, combining portfolio presentation, community interaction, and creative challenge participation.

Role & Contributions

Full-Stack Developer: Architected and built the web platform across front-end and back-end systems using Laravel 12.

Full-Stack DevelopmentLaravel 12Web ApplicationCreative Platform

View GitHub Repository

07 · Website

◈

IMAGENT SMART PHOTOBOX / AI UX

Imagent Smart Photobox

Web Development / AI Product · Front-End Developer

Developed the user interface for a smart photobox system, combining interactive user flows, AI image generation capabilities, and responsive front-end architecture.

Role & Contributions

Front-End Developer: Implemented the responsive user interface and interactive photobox session flow.

Front-End DevelopmentUI ImplementationAI PhotoboxWeb Development

View GitHub Repository

08 · Image Classification

MLP NEURAL NETWORK / IMAGE CLASSIFICATIONFashion Model

Fashion Recognition

Machine Learning & Web Development · Deep Learning Engineer

Developed an image classification model for fashion recognition on the Fashion-MNIST dataset using a Fully Connected Multilayer Perceptron (MLP) neural network architecture.

Role & Contributions

Deep Learning Engineer: Designed, trained, and evaluated the Multilayer Perceptron (MLP) neural network for fashion image classification.

Deep LearningMLPNeural NetworkImage ClassificationFashion-MNIST

View GitHub Repository

09 · Website

pengaduanWeb Architecture

PengaduanCAMPUS SERVICE COMPLAINT SYSTEM

Sistem Layanan Pengaduan Universitas Hasanuddin

Web Development · Back-End Developer

Developed a dedicated web application for handling service complaints at Hasanuddin University, streamlining ticket submission, status tracking, and administrative resolution.

Role & Contributions

Back-End Developer: Built the server-side architecture, database schema, and complaint routing logic.

Back-End DevelopmentWeb DevelopmentDatabase DesignPublic Service System

View GitHub Repository

10 · Website

temu.

campus lost & found management

Lost and Found: TemuBalik Kampus

Web Development · Back-End Developer

Developed a website for reporting and managing lost items across the campus environment, connecting item finders and owners through structured listings and verification.

Role & Contributions

Back-End Developer: Engineered the backend APIs, item reporting workflows, and database management.

Back-End DevelopmentWeb ApplicationREST APIsCampus Platform

View GitHub Repository

11 · Regression Model

∿

XGBOOST REGRESSION / LIFE EXPECTANCY

Life Expectancy Prediction

Machine Learning · Machine Learning Engineer

Built a life expectancy prediction model using the Extreme Gradient Boosting (XGBoost) algorithm, analyzing demographic, health, and socioeconomic indicators.

Role & Contributions

Machine Learning Engineer: Performed feature engineering, hyperparameter tuning, and regression evaluation using XGBoost.

XGBoostRegression ModelMachine LearningPredictive Analytics

View GitHub Repository

12 · Classification Model

telco churnRANDOM FOREST CLASSIFICATION

RANDOM FOREST CLASSIFICATIONTelco Churn
Analytics.

Customer retention modeling with Random Forest.

Telco Churn Prediction

Machine Learning · Machine Learning Engineer

Built a telecom customer churn prediction model using Random Forest to classify high-risk customer segments and support data-driven retention strategies.

Role & Contributions

Machine Learning Engineer: Conducted exploratory data analysis, preprocessing, and Random Forest model training and evaluation.

Random ForestClassification ModelMachine LearningCustomer Analytics

View GitHub Repository

13 · Prediction Model

script

RANDOM FOREST / HANDWRITING PREDICTION

⌖

Handwriting Prediction

Machine Learning · Machine Learning Engineer

Developed a machine learning model for handwriting prediction on structured tabular feature representations using the Random Forest ensemble algorithm.

Role & Contributions

Machine Learning Engineer: Prepared feature representations and trained the Random Forest prediction pipeline.

Random ForestTabular DataMachine LearningPattern Recognition

View GitHub Repository

14 · Regression Model

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LINEAR REGRESSION / TAXI FARE ESTIMATION

Taxi Fare Prediction

Machine Learning · Machine Learning Engineer

Developed a taxi fare prediction model using Linear Regression, modeling trip distance, duration, and contextual features to estimate accurate trip pricing.

Role & Contributions

Machine Learning Engineer: Implemented data cleaning, feature selection, and Linear Regression modeling.

Linear RegressionSupervised LearningMachine LearningPricing Model

View GitHub Repository

15 · Generative Vision Model

PYTORCH SYNTHESISNeural Style

Neural Style Transfer

Deep Learning / PyTorch · Deep Learning Engineer

Explores the intersection of computer vision, deep learning, and computational creativity by optimizing feature representations in convolutional networks.

Role & Contributions

Deep Learning Engineer: Implemented the neural style transfer pipeline in PyTorch to blend content and artistic style representations.

PyTorchDeep LearningImage SynthesisComputer Vision

16 · Desktop Application

search

JAVA DESKTOP FILE SEARCH ENGINE

File Searcher

Software Development · Software Developer

Developed a desktop application in Java for searching words and sentences within files, providing fast text indexing and pattern matching across local directories.

Role & Contributions

Developer: Engineered the Java desktop interface, file traversal logic, and string search algorithms.

JavaDesktop ApplicationSearch AlgorithmFile Processing

View GitHub Repository

17 · Desktop Application

monster.

gamified healthy living desktop app

SiMonster

Software Development · Software Developer

Developed a desktop application that combines healthy living concepts with gamification, encouraging users to build consistent wellness routines through interactive progression.

Role & Contributions

Developer: Built the application logic, gamification progression rules, and desktop user interface.

Software DevelopmentDesktop ApplicationGamificationHealth Tech

View GitHub Repository

18 · Python Package / PyPI

PYTHON PACKAGE / SEARCH ALGORITHMPyPI Model

Package Hiburan Malam

Software Development · Project Manager

Managed the development and packaging of a Python library intended for users looking for a clean, reusable search algorithm implementation.

Role & Contributions

Project Manager: Coordinated package architecture, algorithm implementation milestones, documentation, and release workflow.

Python PackagePyPISearch AlgorithmProject Management

View GitHub Repository

19 · Desktop Application

financeWeb Architecture

FinancePERSONAL FINANCE DESKTOP APPLICATION

Catatan Keuangan

Software Development · Project Manager

Managed the end-to-end development of a personal finance management desktop application designed to help users record transactions and monitor financial health.

Role & Contributions

Project Manager: Led requirement planning, feature prioritization, and team delivery for the desktop application.

Desktop ApplicationPersonal FinanceSoftware DevelopmentProject Management

View GitHub Repository

20 · Website

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GITHUB PAGES / PERSONAL PORTFOLIO

Personal Portfolio Website

Web Development · Web Developer

Developed a responsive personal portfolio website hosted on GitHub Pages to document software engineering projects, technical skills, and creative works.

Role & Contributions

Developer: Designed the layout, implemented responsive front-end code, and deployed via GitHub Pages.

Web DevelopmentHTML/CSS/JSGitHub PagesResponsive UI

View GitHub Repository