Hello, I'm Shannen.
Graduated in December 2024!
My online store sold curated secondhand clothing. I have also been interviewed by Lian He Zao Bao.
Elective Focuses: Artificial Intelligence and Data Science and Analytics
Deep Learning and Design Strategy & Software
• Utilised JavaScript and React for frontend development, and Python and FastAPI for
backend development for an AI-powered web application
• Executed complex SQL queries using MariaDB to extract, manipulate, and
analyse large volumes of data, resulting in more efficient and accurate data storage
and retrieval processes, handled database migrations from development to staging
environment
• Acquired knowledge in using Docker for application development, testing,
and deployment, resulting in efficient and streamlined processes
• Led the development of a fleet management system for autonomous robots using
Python
and the ROS2 framework, leveraging Open Robotics' Middleware Framework (OpenRMF).
• Engineered RESTful APIs using FastAPI, aligning each endpoint with
designated
HTTP methods
• Developed a user-friendly workflow by developing a Tkinter Graphical User
Interface, enhancing efficiency and overall user experience
• Applied Docker for deployment, boosting application portability and
flexibility, facilitating a robust and scalable deployment process
• Implemented a hierarchical reinforcement learning system using Python and PyTorch
to manage and coordinate multiple autonomous agents in a simulated environment
• Applied advanced multi-agent reinforcement learning algorithms to improve
the
agents’ performance and coordination in achieving complex objectives
• Designed and tested various state, observation, and reward settings to
optimise
agent behaviour and evaluate the effectiveness of hierarchical versus
non-hierarchical approaches
Showcasing some of my personal projects that I have done.
View more projects here:
Let's Connect!
