AI Aspiring AI & ML Engineer | Bachelor's Student | Passionate about Machine Learning, Data Science, and Large Language Models
View ResumeHi, I'm Chan EkMongkol, an AI Aspiring AI & ML Engineer with a passion for Machine Learning, Data Science, andLarge Language Models (LLMs).
My ambition is to help teams and organizations make data-driven decisions and build intelligent solutions by using Python, ML fundamentals, problem-solving, and a strong learning mindset.
Welcome to my portfolio!
Published on Medium | Date: Dec, 18, 2025
In this article, I share my journey of learning MLOps as a beginner. I've learned about the basics of MLOps, the tools and frameworks used, and the best practices for building and deploying machine learning models.
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Built an automated traffic sign detection system using YOLOv11 with transfer learning. Created the Cambodian Traffic Sign Dataset (CTSD) with 20 classes, achieving 90.0% mAP@0.5 and real-time inference. Deployed with OpenCV for live webcam detection.
Built an agent to search the web, filter credible sources, extract content, summarize findings, and synthesize a comprehensive briefing and showing the sources where it take from.
2024 - Present | Cambodia
Since I joined KIT, my skills have improved rapidly. I have worked on various AIoT projects using technologies such as Python, Arduino, Raspberry Pi, ESP32, and more. I am also learning machine learning and data science using libraries such as PyTorch, TensorFlow, and Scikit-learn, supported by real, hands-on internship experiences in order to solve real-world problems and build intelligent solutions for people to use.
2022 - 2023 | Battambang, Cambodia
My journey into coding began in Grade 11, where I created my very first project—a dynamic anime website using HTML and CSS. That experience sparked my curiosity about web development and design. Shortly after, I expanded my skillset by diving into the world of IoT (Internet of Things), working with Arduino to build robots and automation systems. These early projects fueled my passion for combining technology with creativity, setting the foundation for my ongoing journey in tech.