MY PROJECTS
A showcase of what I've learned, done, and gained.
Medical Problems: Classifying Heart Diseases
A machine learning project to classify heart disease presence using clinical datasets. This project is a binary classification problem.
Customer Segmentation
Machine learning project for predicting customer segments using classification models with scaling, encoding, and hyperparameter tuning.
Nutritional Status Prediction
Machine learning project predicting nutritional status (underweight, overweight, obese, normal) using demographic and lifestyle data. Compared Random Forest vs Neural Network models.
Cirrhosis Stages Prediction
Predicting cirrhosis stages using Random Forest and XGBoost with scaling, encoding, and hyperparameter optimization.
Classifying Purchase Frequency
Unsupervised learning project for classifying customer purchase frequency using clustering (K-Means) and PCA visualization.
Game Recommender System
A content-based recommender system for games using TF-IDF and cosine similarity to suggest similar titles.
Forecasting Price: Avocado
A time series forecasting project that analyzes avocado price trends and predicts future prices using statistical methods and deep learning models.
Auto Enconder For Denoising Pistachio Images
GAN model to synthesize pistachio images for classification augmentation.
GAN for Pistachio Image Generation
A convolutional autoencoder model trained to remove noise from images. Synthetic noisy images were generated to simulate real-world denoising challenges.
YOLO based Ship Detection
Ship detection using YOLO models (v4, v8, v11). Compared their performance in accuracy, speed, and robustness for object detection tasks.
Brain Tumor Classification
A deep learning project using transfer learning with EfficientNet, DenseNet, and MobileNet to classify brain tumors from medical images.
Solar Panel Energy Prediction
A deep learning regression project predicting energy usage from solar panels. Includes EDA, statistical preprocessing, and neural network training with hyperparameter tuning.
Red Wine Quality Prediction
Predicting red wine quality using deep learning with both Keras Sequential and Functional models, compared with hyperparameter tuning for performance optimization.
Air Quality Forecasting
Multivariate time series forecasting of air quality using LSTM and BiLSTM models with statistical decomposition and scaling.
Obesity Data Visualization
Visual exploration of obesity and lifestyle datasets using R and ggplot2, highlighting distributions, correlations, and lifestyle comparisons.
Final Price Dashboard
Tableau dashboard analyzing hourly movements of Final Price, Demand Rate, and Stock to uncover correlations and pricing dynamics.
Education in Indonesia 2022
Visualization project analyzing Indonesiaโs education quality in 2022. Covers teacher and library distribution, participation rates, and links between education and poverty.
European City Analysis
Tableau dashboard exploring the distribution of European cities by country, average latitude, and number of cities.
Sinรฉfolis Cinemas Website
A responsive website for Sinรฉfolis Cinemas with 5 pages: Landing, Promo, Now Showing, Cinema, and Feedback. Includes Figma prototype, HTML/CSS/JS implementation, and live demo.
Shopee Website Clone
A responsive Shopee inspired e-commerce website built with HTML, CSS, and JavaScript. Features home, product, cart, checkout, and user pages.
Hotel Booking Cancellation Prediction
A deployed ML pipeline using Streamlit to predict hotel booking cancellations. Includes probability outputs and SHAP feature contributions for explainability.
Obesity Prediction Deployment
A deployed machine learning pipeline for predicting obesity categories based on lifestyle and health data, built with Flask and scikit learn.
Database Trasporindo
Database project for Trasporindo Export Documents. Includes normalization (UNF โ 3NF), ERD design, and SQL table creation for export documentation management.
End to End Network Topology Implementation with Routing Protocols
A networking design and simulation project using Cisco Packet Tracer, covering topology setup, IP addressing, routing, and connectivity testing.
Iris Dataset Visualization
An R based data visualization and analysis project using the Iris dataset. Covers data cleaning, histograms, scatterplots, regression, and hypothesis testing.
Leadership โ PAUD Bintang Kecil
Led 5 events at PAUD Bintang Kecil, teaching and creating joyful activities for children while coordinating volunteers and ensuring impactful outcomes.
Moderator โ DSC
Served as moderator in multiple DSC events, including Cascade, LDKA, and the Welcoming Party โ facilitating sessions, engaging participants, and keeping events on track.
PIC โ Event Organizer DSC
Led 10 activists as PIC for DSC events including DSC Kind (charity), DSC WDB (iftar & movie night), and Smash & Dash (badminton tournament).
Secretary โ LDKCP Data Science Club
Served as secretary for the LDKCP Data Science Club event, handling documentation, administrative tasks, and coordination among committees and participants.