- Develop, optimize and maintain the machine learning algorithm for internal process automation - Deploy machine learning models as API or on edge devices.

【Deep Learning】 1. Cardiac Ejection Fraction Estimation - Video classification model training for estimating ejection fraction scores. - Semantic segmentation model training for identifying ventricular contractions and providing visualization. 2. Fall Detection - Implemented real-time fall detection for multiple persons by using LSTM neural network combined with features obtained via human pose estimation. - Experiments design and collect training data. 【Self-Driving Car】 1. Perception - Developed sensor fusion algorithms that combine data from multiple sensors (LiDAR, radar, camera, etc.) to generate a more accurate and reliable understanding of the environment. 2. Software Integration - System integration and real car tests at Taiwan CAR Lab and Taipei University.