- ML Pipelines Development:
I was in charge of building the ML workflow for parameter tuning of etching. After working with domain experts and extracting a variety of tool data for 6 months, the success rate jumped to 80% from 30%.
- DL Model Development and Deployment:
Implemented DL methods and provided service based on the internal RESTful API for detecting the quality of SEM/TEM image and rotating skewed TEM images to fit the auto-measure process.
- ML Platform Management:
Responsible for maintaining applications, i.e. Jupyter, Python, Spark and many other internal development tools on Linux & Windows servers managed by the ML Platform Team. We developed and promoted our ML platform that aimed for servicing 300+ internal users.
- Python Programming and ML skills Instructor:
Provided internal consultation for most Python-related problems for all levels of management, including designing Python and ML courses for cross-departmental task forces and newcomers.