Maria Vechtomova
Maria is a Senior Machine Learning Engineer at Ahold Delhaize. Maria is bridging the gap between data scientists infra and IT teams at different brands and focuses on standardization of machine learning operations across all the brands within Ahold Delhaize.
During nine years in Data&Analytics, Maria tried herself in different roles, from data scientist to a machine learning engineer, was part of teams in various domains, and have built broad knowledge. Maria believes that a model only starts living when it is in production. For this reason, last seven years, her focus was on the automation and standardization of processes related to machine learning.
Sessions
Model traceability and reproducibility are crucial steps when deploying machine learning models. Model traceability allows us to know which version of the model generated which prediction. Model reproducibility ensures that we can roll back to the previous versions of the model anytime we want.
We, as ML engineers, designed reusable workflows which enable data scientists to follow these two principles by design.