Thai Tea Counter | December 2024, July 2025-Now

Developed a Thai Tea (Drink) counter to help keep track of how many Thai Teas I've had over my two week winter break
Learned how to use Angular to develop a web application
Currently working on developing additional features to further improve the web-app such as adding a database and table to store and display user data
Check out the web-app here on my GitHub Pages: https://ceakii.github.io/ThaiTeaCounter/

Predicting Number of People in a Room using Neural Networks | October 2024

Developed a ML program in Python to try to predict number of people in a room via non-invasive sensors using Neural Networks
Achieved 99% accuracy in both model training and testing
Utilized dataset given by UC Irvine Machine Learning Repository: https://archive.ics.uci.edu/dataset/864/room+occupancy+estimation

Developed a containerized React-based Planning Poker application that works on airgap networks (offline)
Utilized Material UI library for front-end development
Utilized Express.js and WebSocket/Socket.io to implement Client-Server architecture for back-end development
Utilized Docker to containerize application to support other OS such as Linux
Created for my Senior Group Project Class, where I worked in a team of 6 to develop our application using an Agile approach
Github Project: https://github.com/iceiceninja/PlanningPoker

Developed a React-based web application to help make healthy eating fun and exciting for children through gamification
Utilized Material UI library to develop the majority of the web-app
Created for my Human-Computer Interactions (UI) class, so the entire project is purely front-end development
Github Project: https://github.com/ceakii/YummiGo
Visit the Web-App: https://ceakii.github.io/YummiGo/#/Yummigo/login

Developed my first ML program in Python to try to predict car traffic using Linear Regression
Learned how to pre-process a large dataset, create a Linear Regression model, and how to tune machine learning models to achieve optimal results
Discovered at the end of this project that predicting car traffic using Linear Regression is not feasible since car traffic tends to fall under a non-linear prediction line - Need a better model such as Neural Networks

Developed a simulation of a simple computer system consisting of a CPU and Memory using C programming
Utilized Unix pipe and Unix fork methods to facilitate Inter-Process Communication (IPC) between the simulated CPU and Memory processes
Implemented a set of 30 unique instruction methods that the program can interpret and execute, just like how a real computer works

Software Engineer Requirements Engineering project that included creating:
- World Requirements Specification (WRS)
- Vision Document
- Powerpoint to showcase my ability in Requirements Gathering
Intro to AI project that solves basic Constraint Satisfaction Problems (CSP)
Computer Networks project that uses TCP to create a Client-Server program that allows clients to request the server to solve basic math problems

Database Systems project where we went through the process of creating a database for a college library system. (From Entity-Relationship (ER) diagram to Relational Schema to SQL implementation)
Software Engineer Architecture and Design project that involved gathering requirements from stakeholders and designing an architecture that fits the stakeholders' needs on documentation
Software Engineer Project Planning and Management project teaching us the basics of project management

(Fall 2022) Basic AI game project played in the terminal where Ants try to move to spaces to eat food and avoid Beetle objects trying to consume them.