SHOWCASE / PROJECTS

All projects.

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Mbelys IoT Sound Analysis System
IoT · ML · Cloud
IoT · GCP · CNN
01 · CASE STUDY2025

MBELYS🏆 FUNDED

IoT-based goat sound analysis system for stress and reproductive activity detection.

MY ROLE & CONTRIBUTION
Team Member · System Analyst / Developer
ESP32-S3 FirmwareGCP Cloud Run APIFirebase Firestore Sync
TECH STACK
GCPFirebaseIoTMachine Learning
VIEW PROJECT
ContentBay Headless CMS Platform UI
Software Engineering
API-FIRST CMS
02 · CASE STUDY2026

ContentBay

Contributed to requirements understanding, system workflows, and web application development.

MY ROLE & CONTRIBUTION
Developer & System Analyst
Requirements & ArchitectureHeadless CMS WorkflowsNext.js & Node.js
TECH STACK
WebSystem Analysis
VIEW PROJECT
indobert_sequence.py
INDONESIAN NEWS“Tim menang dalam pertandingan…”
INDOBERTToken embeddingsTransformer layers
SPORTSPOLITICSTECH
AI · NLP
INDOBERT TRANSFORMER
03 · CASE STUDY2026

IndoBERT News Classification

Fine-tuned IndoBERT for Indonesian football and sports news classification across 2,276 articles and five classes.

MY ROLE & CONTRIBUTION
AI / NLP Developer
2,276 Article DatasetIndonesian Sastrawi PipelinePyTorch Fine-Tuning
TECH STACK
IndoBERTPyTorchHuggingFace TransformersSastrawi
VIEW PROJECT
bart_multidoc_yake.py
DOC 01DOC 02DOC 03
KEYWORDSquerycontextevidence
BARTSUMMARYMulti-document synthesis
NLP · Text Mining
BART MULTI-NEWS
04 · CASE STUDY2026

AQuaMUSE — Multi-Doc Summarization

Query-Based Multi-Document News Summarization with Keyword-Guided Abstractive Summarization.

MY ROLE & CONTRIBUTION
ML Researcher
AQuaMUSE Dataset PrepRAKE & KeyBERT GuidanceBART Transformer Eval
TECH STACK
AQuaMUSEBART-large-cnnRAKEKeyBERT
VIEW PROJECT
aqi_spark_streaming.py
LIVE STREAM FEED78 AQI (MODERATE)
Data · Streaming
REAL-TIME STREAMING
05 · CASE STUDY2026

Real-Time AQI Prediction

Real-time air quality prediction system built around streaming data, processing, monitoring, and ML integration.

MY ROLE & CONTRIBUTION
Data / ML Developer
OpenWeather StreamingPySpark Data IngestionRandom Forest Model
TECH STACK
PythonData StreamingMachine Learning
VIEW PROJECT
cvrptw_wolf_optimizer.py
DGWO ROUTE NETWORK ARCHIVE
DISTANCE3,062.2
TW PENALTY6,211
DepotN12N38N55
Optimization · AI
CVRPTW OPTIMIZER
06 · CASE STUDY2026

DGWO-F2OPT

Multi-objective humanitarian vehicle routing under flood disaster conditions with dynamic constraints.

MY ROLE & CONTRIBUTION
Optimization Researcher
Dynamic Grey Wolf OptimizerFloating 2-opt Search EngineCVRPTW Benchmark
TECH STACK
Grey Wolf OptimizationFuzzy LogicCVRPTW2-opt
VIEW PROJECT
Orbi assistive AI computer vision dashboard
AI · Accessibility
ASSISTIVE AI
07 · CASE STUDY2026

ORBI

AI assistive web application for visually impaired users with object detection, text recognition, text-to-speech, and location tracking.

MY ROLE & CONTRIBUTION
Independent Developer
YOLOv8 Real-Time DetectionEasyOCR Text-to-SpeechVoice Command Assistant
TECH STACK
PythonFlaskOCRTTS
VIEW PROJECT
Schola scholarship platform home page
Full-Stack Web
FULL-STACK LARAVEL
08 · CASE STUDY2026

Schola

Scholarship finder platform for discovering opportunities, applications, and provider information.

MY ROLE & CONTRIBUTION
Full-Stack Developer / UI/UX
Laravel Full-Stack PlatformScholarship Workflow EngineDocument Management UI
TECH STACK
LaravelPHPJavaScriptCSS
VIEW PROJECT
distilbert_bigru.py
JOYSADNESSANGER
6-Class Text Classifier (DistilBERT + BiGRU)
AI · NLP
CLASSIFIER PIPELINE
09 · CASE STUDY2026

6-Class Emotion Classification

Text classification system for six emotion categories, comparing transformer and recurrent approaches.

MY ROLE & CONTRIBUTION
ML Researcher
DistilBERT + BiGRU Hybrid6-Class Emotion NLPEvaluation Benchmarks
TECH STACK
DistilBERTBiGRUPyTorch
VIEW PROJECT
Fruit classification training samples
AI · Computer Vision
COMPUTER VISION VAE
10 · CASE STUDY2024

Fruit & Rotten Fruit Classification

A computer vision and generative deep learning study modeling fresh vs. rotten fruit degradation through Variational Autoencoders (VAEs) with β-warmup scheduling, latent space distribution analysis, and Fréchet Inception Distance (FID) evaluation.

MY ROLE & CONTRIBUTION
ML / Computer Vision Researcher
VAE Latent Space CompactionFID Metric BenchmarkingPyTorch Model Pipeline
TECH STACK
PyTorchTorchvisionVariational Autoencoders (VAE)Inception-v3 (FID)
VIEW PROJECT
Nail disease classification augmentation samples
AI · Computer Vision
MEDICAL COMPUTER VISION
11 · CASE STUDY2024

Nail Disease Classification

An image classification project using EfficientNet-B0 transfer learning to classify five nail conditions from digital images, with a focus on class imbalance, augmentation, and rigorous model evaluation.

MY ROLE & CONTRIBUTION
Machine Learning / Deep Learning Researcher
Machine Learning / Deep Learning ResearcherSystem Analysis
TECH STACK
PyTorchEfficientNet-B0TorchvisionScikit-learn
VIEW PROJECT
ann_price_regression.py
ANN LOSS CONVERGENCE EPOCHS
Machine Learning · Regression
ANN REGRESSION
12 · CASE STUDY2026

Car Price Prediction

An end-to-end machine learning regression pipeline predicting used car selling prices using an Artificial Neural Network, comprehensive feature engineering, and leakage-free encoding.

MY ROLE & CONTRIBUTION
Machine Learning / Data Science
Used Car Dataset PrepTensorFlow Keras ANNPrice Regression Model
TECH STACK
PythonTensorFlowKerasScikit-Learn
VIEW PROJECT
comment_lda_topic_model.py
Topic 1: AI LearningTopic 2: Career pathTopic 3: Toolstack
4,281 Comments BERTopic & LDA Persona Model
Data · NLP
TOPIC MODELING
13 · CASE STUDY2026

YouTube AI Education Analysis

NLP analysis of Indonesian YouTube comments using topic modeling, clustering, and persona analysis.

MY ROLE & CONTRIBUTION
Data Analyst
4,281 Comments ScrapedBERTopic & LDA Topic ModelAudience Persona Cluster
TECH STACK
PythonNLTKTF-IDFLDA
VIEW PROJECT
GIS Banjir Jakarta flood-risk dashboard map
GIS · Data Analysis · System Analysis
GIS MAP DASHBOARD
14 · CASE STUDY2026

GIS Banjir Jakarta

Team Web GIS project consolidating flood-risk, waterway, population, and weather-related data for Jakarta.

MY ROLE & CONTRIBUTION
System Analyst · GIS/Data Handling
ArcGIS REST Feature LayerJakarta GeoJSON FilteringSystem Vulnerability Map
TECH STACK
ArcGISGeoJSONWeb GIS
VIEW PROJECT
AWS Smart City Traffic Management architecture diagram
Cloud Architecture · AWS
SMART CITY CLOUD
15 · CASE STUDY2026

AWS Smart City Traffic Management System

Proposed AWS cloud architecture for realtime traffic monitoring, AI incident detection, smart signal optimization, emergency response, analytics, and cost-aware operations.

MY ROLE & CONTRIBUTION
Cloud Architecture / System Design
Cloud Data ArchitectureKafka Stream IngestionBigQuery Integration
TECH STACK
AWSIoTStreamingAI/ML
VIEW PROJECT
BLOO smart agriculture IoT prototype
IoT · Smart Agriculture
IoT · SMART FARM
16 · CASE STUDY2025

BLOO

A smart agriculture IoT system that monitors environmental conditions and automatically controls irrigation and a protective roof through ESP32 and Firebase.

MY ROLE & CONTRIBUTION
IoT Developer · Embedded Systems
100% IoT DevelopmentESP32 & Sensors IntegrationFirebase Realtime Telemetry
TECH STACK
ESP32FirebaseDHT22Soil Moisture
VIEW PROJECT
Serene Soul mental health and wellness logo
UI/UX · Mental Health
MENTAL HEALTH UX
17 · CASE STUDY2024

Serene Soul

Calming mental health mobile application designed to make self-assessment, mood tracking, and professional consultation accessible, private, and stigma-free.

MY ROLE & CONTRIBUTION
Product Designer
Mental Health UX ResearchMood Journaling InterfaceCalm Breathing Flow
TECH STACK
FigmaUser ResearchHCIPrototyping
VIEW PROJECT
JCI Drone Innovation website home page
Web Design · Frontend
DRONE BRAND WEBSITE
18 · CASE STUDY2024

JCI — Drone Innovation

Designed and developed a responsive multi-page website for JCI, a fictional drone brand focused on product discovery, community engagement, retail access, and customer support.

MY ROLE & CONTRIBUTION
UI/UX Designer · Frontend Developer
Multi-Page UX FlowsOnline & Offline RetailResponsive Frontend Build
TECH STACK
FigmaHTML5CSS3JavaScript
VIEW PROJECT
Auramé E-Commerce Platform UX
UI/UX · E-Commerce
BEAUTY & E-COMMERCE
19 · CASE STUDY2026

Aurame

UMKM e-commerce website design focused on product presentation, digital marketing, accessibility, and purchase flow.

MY ROLE & CONTRIBUTION
Product Designer
E-Commerce User JourneyFigma Responsive PrototypeLocal UMKM Creator Spotlight
TECH STACK
FigmaWeb Design
VIEW PROJECT