Welcome to SeanhKimLab
I’m Seunghyun Kim, an AI/ML practitioner and model governance expert with over 19 years of experience in financial services, auto finance, and emerging tech. This blog is my curated space to bridge industry insights with academic curiosity.
This blog serves multiple purposes:
- Sharing real-world insights in Machine Learning, MLOps, and Data Engineering
- Documenting research ideas to prepare for Ph.D. programs at top AI institutions
- Serving as a portfolio hub for global opportunities, especially U.S.-based collaborations
What You'll Find Here
- End-to-end ML pipeline examples with Airflow, Docker, and Kubernetes
- Experimental research and thoughts on recent AI/ML papers
- Practical case studies: credit risk, forecasting, NLP, and fraud detection
- Deep dives into model explainability (SHAP, LIME) and regulatory alignment (SR 11-7, CECL)
Whether you're an AI researcher, practitioner, or a decision-maker looking for practical, scalable solutions, I hope this blog offers both clarity and inspiration.
Portfolio: github.com/seankim0
Contact: seunghyk@tepper.cmu.edu
Location: Irvine, California | Open to research collaboration
