Maria Davydova, Head of Product MLOps of Neu.ro platform, formerly Software Developer and Developer Advocate at JetBrains. Maria is a global MLOps expert, COO of the global AI Infrastructure Alliance and in 15 years has worked her way up from software engineer to full-time product development team leader. She has extensive industry experience from product visioning to the implementation of high-tech projects. Driven by the motto “It takes cool tools to build cool products”, her vision is to create high-quality tools and development environments for engineers and scientists in machine learning, freeing researchers from routine, repetitive operations.
"Green" DGXs, virtual GPUs, orchestration, integration and interchangeability: how we build MLOps platform of the future.
Data Engineering & MLOps
In this talk, Maria will discuss global trends and requirements for the ideal MLOps platform, how to build an orchestration platform with maximum utilization of public, hybrid and on-premises cloud computing resources, efficient developer collaboration in a single environment, accounting for and predicting the costs of each experiment.