• Served as a technical PM, clarifying user needs and overseeing development schedule and progress.
• Developed a CNN-based algorithm for classifying abnormal discharge events in power components , achieving a 75% F1 score. Utilized Grad-CAM for model validation to align features with expert insights.
• Developed FastAPI backend APIs to integrate ML predictions, enabling user feedback via frontend, enhancing model accuracy through retraining.
• Utilizing in-house TSMC MLOps platforms to achieve CI/CD, and to accomplish data, models, parameters, code version management, and model monitoring & retraining.