cv
Professional history and CV
Basics
| Name | James Vance |
| Label | Machine Learning Engineer |
| james.dvance@gmail.com | |
| Url | https://jamesdvance.com |
| Summary | Machine learning engineer who builds on earlier experience as a data scientist to build the best possible MLOps environments. When I'm not optimizing iterative ML workflows, I love making things run faster. |
Work
-
2024.12 - Present Sr Machine Learning Engineer
Amazon
Sr MLE leading major designs of MLOps infrastructure and ML production pipelines
- Refactored scientist’s complex probabilistic model to utilize gpu with cupy. Achieved over 50% reduction in inference time, fixing repeated timeout issues in the deployment
Education
-
2014.01 - 2015.01 Charlottesville, Virginia
Certificates
| Linux+ | ||
| CompTia | 2021-03-01 |
| Security+ | ||
| CompTia | 2020-12-01 |
| AWS Sol. Architect - Asc | ||
| Amazon Web Services | 2018-06-01 |
Skills
| Machine Learning | |
| MLOps | |
| CICD |
| Programming | |
| Python | |
| C++ | |
| Typescript (mostly CDK) | |
| SQL |
| ETL | |
| Spark | |
| AWS Glue | |
| Apache Airflow |
Projects
- 2017.01 - 2020.06
Plan Your Meals
Meal planner to give you no excuses for not finding food to fit your goals
- Linear Optimization
- Full Stack