Key Skills

Software

AWS SageMaker

Top Subject Matter

No subject matter listed

Top Data Types

3D Sensor

Top Label Types

Action Recognition

Freelancer Overview

I am an assistant professor and machine learning researcher with a strong foundation in mathematics, partial differential equations, and computational modeling. My experience spans academic research and industry, including work at Samsung SDS AI Advanced Lab, where I contributed to projects involving chip routing automation, neural architecture search, and reinforcement learning for optimization tasks. I have hands-on expertise with Python, C++, PyTorch, TensorFlow, and tools like Git and Docker, and have developed and applied advanced algorithms such as GNN-enhanced A* and ILP solvers. My work often involves designing and validating AI models, handling complex data structures, and ensuring high-quality training data for applications in scientific computing, semiconductor manufacturing, and control problems. I am passionate about leveraging accurate data annotation and robust data pipelines to drive reliable AI solutions.

Labeling Experience

Education

Work History