Working with CHMLTech Ltd. on our Capstone Project for Business Analytics (Section 21) - Winter 2025 was an incredibly valuable and enriching experience. Having the opportunity to work with a real-world, live dataset allowed us to apply theoretical knowledge to practical challenges, enhancing our analytical and problem-solving skills. The support and guidance provided by CHMLTech Ltd. throughout the project helped us understand how Artificial Intelligence and Machine Learning applications are leveraged in real business environments. We would like to express our special thanks to Mr. Quak Foo Lee for his guidance, valuable insights, and encouragement throughout the project. His expertise and feedback helped us gain a deeper understanding of working with live data and applying analytics to generate meaningful business solutions. It was truly a great learning experience working under his mentorship.