M.S. student at NYCU · AI/ML Systems · Hyperparameter Optimization · Federated Learning · LLM Agents
I am a graduate student at National Yang Ming Chiao Tung University (NYCU), focusing on AI/ML systems, hyperparameter optimization, federated learning, and LLM-based research tooling.
My current work explores how LLM agents can assist Bayesian Optimization and Federated Learning Hyperparameter Optimization under limited evaluation budgets.
I enjoy turning research ideas into reproducible software systems, including experiment pipelines, visualization tools, and AI/ML prototypes.
- Hyperparameter Optimization (HPO)
- Bayesian Optimization (BO)
- Federated Learning (FL)
- LLM Agents and AI Research Tooling
- AI/ML Experiment Systems
- Backend and Full-stack Prototyping
- Reproducible Research Workflows
Interactive dashboard for analyzing and replaying hyperparameter optimization experiments.
- Built for inspecting optimization behavior across tasks, methods, and random seeds
- Supports experiment browsing, metric visualization, and search process replay
- Tech stack: TypeScript, React, Vite, Flask
Repository: HyperOpt-viz-Studio
Deepfake detection project using CLIP and parameter-efficient fine-tuning.
- Focused on cross-manipulation generalization
- Evaluated model performance with AUC, accuracy, and F1-score
- Tech stack: Python, PyTorch, CLIP, PEFT
Repository: deepfake_detection
- Designing LLM-assisted Bayesian Optimization workflows
- Building experiments for Federated Learning Hyperparameter Optimization
- Studying how LLM agents can make optimization decisions under limited budgets
- Improving research tooling for experiment tracking and visualization
I am interested in software engineering and AI/ML engineering roles where I can combine:
- machine learning knowledge
- system implementation ability
- backend / full-stack prototyping
- research-to-product development
I am especially interested in roles related to AI platforms, ML systems, LLM applications, developer tools, and intelligent automation.
- Email: willie103006@gmail.com
- LinkedIn: https://www.linkedin.com/in/hsuweicheng/
- GitHub: https://github.com/weicheng-hsu