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职场能力评价定义
Eddy Chen
Machine Learning Engineer
New Taipei City, Taiwan
Skills
Programming Languages
- Python
- C++
- SQL
Machine Learning
- TensorFlow
- Pytorch
- Scikit-learn
- Matplotlib
Others
- FastAPI
- Docker
- Redis
- Linux
Work Experience
Machine Learning Engineer
NEUTEC • May 2021 - Present
- Develop, optimize and maintain the machine learning algorithm for internal process automation.
- Deploy machine learning models as web services or on edge devices.
Project Engineer
ACER • Nov 2017 - Apr 2021
【Deep Learning】
- Cardiac Ejection Fraction Estimation
- Video classification model training for estimating ejection fraction scores.
- Semantic segmentation model training for identifying ventricular contractions and providing visualization.
- 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.
- Implemented real-time fall detection for multiple persons by using LSTM neural network combined with features obtained via human pose estimation.
【Self-Driving Car】
- 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.
- Software Integration
- System integration and real car tests at Taiwan CAR Lab and Taipei University.
Education
National Taipei University of Technology
Institute of Mechatronic Engineering • 2015 - 2017
【Research Field】
- Computer vision and image processing
- Advanced Driver Assistance Systems (ADAS)
【Journal and Conference】
- SCI paper is accepted
Around View Monitoring-Based Vacant Parking Space Detection and Analysis
- Oral presentations at conference
A visual method for the detection of available parking slots
Eddy Chen
Machine Learning Engineer
New Taipei City, Taiwan
Skills
Programming Languages
- Python
- C++
- SQL
Machine Learning
- TensorFlow
- Pytorch
- Scikit-learn
- Matplotlib
Others
- FastAPI
- Docker
- Redis
- Linux
Work Experience
Machine Learning Engineer
NEUTEC • May 2021 - Present
- Develop, optimize and maintain the machine learning algorithm for internal process automation.
- Deploy machine learning models as web services or on edge devices.
Project Engineer
ACER • Nov 2017 - Apr 2021
【Deep Learning】
- Cardiac Ejection Fraction Estimation
- Video classification model training for estimating ejection fraction scores.
- Semantic segmentation model training for identifying ventricular contractions and providing visualization.
- 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.
- Implemented real-time fall detection for multiple persons by using LSTM neural network combined with features obtained via human pose estimation.
【Self-Driving Car】
- 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.
- Software Integration
- System integration and real car tests at Taiwan CAR Lab and Taipei University.
Education
National Taipei University of Technology
Institute of Mechatronic Engineering • 2015 - 2017
【Research Field】
- Computer vision and image processing
- Advanced Driver Assistance Systems (ADAS)
【Journal and Conference】
- SCI paper is accepted
Around View Monitoring-Based Vacant Parking Space Detection and Analysis
- Oral presentations at conference
A visual method for the detection of available parking slots