Xin is a senior data scientist supporting developing and deploying data science applications used for subsurface development. Xin works on interpreting oil/gas production data to optimize field development plans for various assets in Shell for many years. He is well-versed in developing both physics-based models and machine learning models. Xin is also a main contributor in deploying AWS SageMaker platform in Shell. He is supporting businesses to develop and deploy ML models on the SageMaker platform.