United States
I enjoy using mathematics and computer science to solve problems
Demonstrated track record with taking proof-of-concept projects based on published machine learning research to production environments using petabytes of transaction log data: Take Rate Optimization and Purchase Intent Audience Modeling. Spearheaded best practices for causal inference, experiment design, significance testing, and A/B testing.
Developed machine learning products. Implemented the complete machine learning project life cycle from data analysis/preparation, feature engineering, training, evaluation/validation, hyperparameter tuning, to model management in production, and communicated insights to stakeholders.
Consulted an educational publishing client to leverage transfer learning in computer vision to help them detect copyright infringement of their inventory. Consulted an international prescription lens manufacturer to develop predictive models to help them understand product demand. Contributed to the setup and development of KPMG's global technology platforms for data driven solutions and artificial intelligence (KPMG Ignite).
Consulted a government healthcare client in predictive modeling and data visualization. Developed and tuned models to help healthcare insurers understand healthcare provider performance. Automated reporting products. Researched new algorithms and technologies.
Researched equities, focusing on DCF valuations. Automated reporting products.
Contributed to the management of private wealth accounts. Automated reporting products.