My Projects

Learntelligence: AI Generated Course App

Me and my team built AI Generated Course App for COMPFEST-16 AI Innovation Challenge. My role in this project is to fine-tune LLM Model (Phi-3 with Unsloth), and develop backend logic that are relevant to the Model (Create chapters, materials, quiz)

FitFirst

A personal diet assistant mobile application with workout plan, diet plan, calories analysis, and tracker for workout and diet goals. My role in this project is to build a workout recommender system using cosine similarity, and image classification to identify food nutrients from image.

Social Media Sentiment Analysis

I collect Twitter data (𝕏) using web scraping via Selenium. Next, I reformat the data, translate tweets, and use a RoBERTa model for sentiment analysis. Once the data is cleaned and structured, it's uploaded to BigQuery. Finally, I showcase and deploy various visualizations in Streamlit.

Indonesia Stock Exchange Analytics

I analyzed LQ45 index companies by gathering financial reports and stock price data via the Yahoo Finance API. After performing ETL processes with Mage AI on a Google VM, I used BigQuery SQL to explore the data and identify trends. Finally, I created a Tableau dashboard to visualize the financial health and performance trends of LQ45 companies.

Exploring Data-Related Jobs

End to End Data Analytics Project: From gathering data from multiple sources, cleaning, manipulating & combining data using Python, then visualize the data on Tableau. This project helped me find my career aspiration and build a skill roadmap.

European Investment Management

Exploratory data analysis and a simple classification, regression, and clustering to find insights from dataset containing European-based ETF and fund managers performance.

Analyzing Customer Churn

I Investigated a fictional telecom company called Databel. I analyzed why customers are churning and how to potentially reduce churn using Tableau and Excel.

Personalized Travel App

Making a Prototype of a personalized travel app with chatbot, vacation planner, and other interesting features with Figma.

Personal Finance

Using Microsoft Excel to track and visualizing personal finance: Budgeting & Investing

Analyzing Job Market Data

I investigated a fictional recruitment company to explore the demand for data-related jobs. I identified the top industries hiring for data-related roles, examining job posting trends, average salary, years of experience, and many more.