Linear Algebra
Use vectors, matrices, and transformations to understand neural networks, image features, and embeddings.
AI ENGINEERING · XMUM
I build lightweight vision models and AI applications, with careful experiments behind every result. Fourth-year AI Engineering student, based in Malaysia.
I buildlightweight detectors, reinforcement learning agents, and interactive AI applications.

A compact backbone for paddy disease detection.
Selected courses I have taken at Xiamen University Malaysia, and how I apply their foundations in model training, evaluation, and AI applications.
Use vectors, matrices, and transformations to understand neural networks, image features, and embeddings.
Understand intelligent systems and problem-solving methods, then connect AI concepts to practical applications.
Work with text representations and retrieval to support explanations grounded in reference material.
Design and train neural networks; compare architectures, optimization choices, and model complexity.
Compare baselines and model variants through controlled experiments and careful evaluation.
Build image-processing, classification, and object-detection pipelines, then evaluate their predictions.
Train agents to make sequential decisions using PPO, reward shaping, curriculum learning, and self-play.
Clean and explore datasets, visualize patterns, and interpret results to support reliable model evaluation.
Organize code, structure application components, and turn model pipelines into maintainable interfaces and services.
Computer vision, reinforcement learning and applied AI. Explore the problem, my contribution, and the results.
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I'm Wilbert Andrew Yonathan, an Indonesian fourth-year AI Engineering student at XMUM.
I'm especially interested in a practical question: how can we make a model more useful without making it bigger? My work explores efficient computer vision, careful evaluation, and the step from a trained model to a usable application.
From paddy leaves to underwater organisms, I enjoy connecting the research, the code, and the experience someone sees on screen.
Programming, AI and machine learning, development tools, and the skills I bring to a team.
Python, C and C++.
Model training, image understanding and sequential decision-making.
Libraries for learning, evaluation and interactive applications.
Development environments, version control and deployment.
Working with teams, explaining ideas and solving problems.
Academic progress and the people-facing experiences that shape how I work.
Trained and evaluated PPO agents for the AIT306 team project. Watch the competition.
Managed media workflows and edited materials for community outreach.
Managed logistics and coordinated external collaborators for a national-level AI event. Recognized for serving as Head of General Affairs for the dPickleball event.
Supported the Bojio? Onz Lah!!! booth event on 25 June 2025, recognized with a Certificate of Appreciation.
Supported administrative workflows, internal communication, and club activities. General Affairs in 2023–2024; Assistant of General Affairs in 2024–2025.
Recognized for the September 2024, April 2025, and September 2025 academic sessions. Current CGPA: 3.77 / 4.00.
Looking for an AI Engineering or Computer Vision internship
starting 29 March 2027, for 3–5 months.
Malaysia preferred. Also open to relevant part-time opportunities.
Your guide to Wilbert’s work