Open source GPT based Timetable assistant

TimetableGPT use the power of Large Language Models to allow you to ask questions about your timetable and get accurate answers to help you manage it so that no schedule will overlap each other. Built using Langchain + OpenAI GPT 3.5 model with custom function, fewshot examples and chat memory to give better reasoning capabilities compared to GPT 4 since the latter is not publicly available yet.

Online proctoring via Zoom Meeting using computer vision machine learning model.

In this project, I integrage a YoloV4 object detection model and feed it with live Zoom Meeting input video as online proctoring method. The model can be used to detect any prohibited objects existance such as smartphone or detect the presence of others, and capture the image of detection as a report.

On premise distributed server virtualization solution using open source oVirt project. The solution built using three bare metal server (RedHat Linux), two network attached storage (NFS/iSCSI), terabytes of RAM and storage. The ecosystem is provided with automatic backup solution for choosen out of dozens VM hosted there to provide quick disaster recovery scenario.

Integrated with Active Directory, user can automatically login to Windows VM created there.

Detection of duplicate questions in a Q&A system is challenging especially in Bahasa Indonesia. The degree of overall similarity of text data in the form of a question can be seen from the similarity of the frequency of words used (textual component), the similarity of the word meanings (semantic component) or the similarity of core issue (topic component).

In this project, I built a new model powered by Gensim (Python) which combines the similarity score for each component above. Experimental results show that this model get an increase recall-rate for up to 12% compared to their baseline.

Managing millions of data in BigQuery which is a serverless, highly-scalable, and cost-effective cloud data warehouse with data collected from multiple sources, partitioned to optimize query process, and visualized using Tableau/Google Data Studio

Healthcare Access Visualization in Tableau

Visualizing the distribution of healthcare facilities in Indonesia with tens of thousands scraped data from Social Security Agency of Health in Indonesia. The map consists of two layers which shows the distribution of general healthcare facilities (heatmap) and hospitals (bar).

While the distribution of general healthcare facilities is relatively equal, this map shows that there are still inequality in which better hospitals with greater infrastructure are still mostly located in Java Island.

Developing web scraper to scrape millions of data from various website such as travel agency, online shopping, news and social media using Scrapy (Python) or Selenium. Depending of the complexity and website architecture, the program can collect hundreds or even thousands of data per minute while still respecting source website policy.

Deploying campus remote computer laboratory using Apache Guacamole in response to Covid-19 Safety Protocol. Using this project, both student and lecturer can access the computer remotely from their browser without installing any plugins/software. The lab consist of ~80 computers with Active Directory integration.

Visualizing the growth and distribution of E commerce in Indonesia using millions of scraped data of online shop website from 2015 to 2019 using Tableau and BigQuery.

Deploy and manage college admission system on Google Cloud Platfrom using Google Compute Engine and Google Cloud SQL to achieve maximum availability.

Python package that provides a Streamlit component to show calendar view using FullCalendar with support for Streamlit light/dark theme and event callback

Data analysis of twitter by looking at the number of tweet related to specific hashtag or query over time. By looking at the distribution we can conclude whether a social media campaign is successful or not.

Visualization Dashboard of

• Data Center comparation
• Indonesia detailed map visualization
• Zoom Utilization in Classroom

Visualization Dashboard from hundreds of thousands of E Commerce Data built using Dash (Python).

Managing hundreds of student/lecturer/campus web and database using open source virtual web hosting control panel Virtualmin. Each domain can specify whether PHP, NodeJS, Python, etc as their backend language and pick database (MySQL, PostgreSQL, etc) needed without interfering each other. The system also provide daily automatic domain backup and SSL configuration for easy web hosting for student and lecturer.

Automation of college admission website testing using Selenium to simulate user action and capturing server performance. The program simulates the user login, do the admission test and then check their results. This testing proves important to simulates real life condition and load for a server.