Youngmin Oh

Ph.D. Mathematics, Pohang University of Science and Technology (POSTECH): 2009.03 - 2016.08

B.S. Mathematics, Pohang University of Science and Technology (POSTECH): 2005.03 - 2009.02

I am currently primarily engaged in several ML-based optimization and related areas. Firstly, I am working on AI-EDA in my professional role. Secondly, I am conducting independent studies in ML optimization theory. Additionally, I am involved in medical ML projects with colleagues. 

To elaborate further:

1. AI-EDA (Company-Oriented)

   • ML-based Optimization for Circuits

   • ML-based Automated Test Case Generation

2. ML Optimization Theory

   • Multi-armed Bandit Problems

   • Reinforcement Learning Theory

   • Implicit Bias in Neural Networks

3. Medical AI

   • ML-based Prediction for Survival, (early) Complications, and so on.

   • ML-based Vision Tasks