Shows
DataTalks.ClubMLOps Architect - Danny LeybzonWe talked about:
Danny’s background
What an MLOps Architect does
The popularity of MLOps Architect as a role
Convincing an employer that you can wear many different hats
Interviewing for the role of an MLOps Architect
How Danny prioritizes work with data scientists
Coming to WhyLabs when you’ve already got something in production vs nothing in production
Market awareness regarding the importance of model monitoring
How Danny (WhyLabs) chooses tools
ONNX
Common trends in tooling setups
The most rewarding thing for Danny in ML and data science
Danny’s secret for staying sane while wearing so many d...2022-08-1253 min
ML Platform PodcastNavigating ML Observability with Danny LeybzonIn this episode of MLOps Live, Sabine and Stephen are joined by Danny Leybzon, MLOps Architect at WhyLabs. They examine the differences between monitoring and observability in machine learning models for production and methods for efficient implementation and development.
Observability in MLOps is a holistic and comprehensive way to gain insights into the behavior, data, and performance of a machine learning model throughout its lifespan. It allows for detailed root cause analysis of ML model predictions and aids in the development of responsible models.
Although ML monitoring and observability appear to be similar, Danny points out that monitoring is a...2022-06-2255 min
Pipeline ConversationsMonitoring Your Way to ML Production Nirvana with Danny LeybzonThis week, we spoke with Danny Leybzon, currently working with WhyLabs to help data scientists monitor their models in production and prevent model performance from degrading. He previously worked as a kind of roving data scientist and engineer, helping companies put their models into production.
As such, we had a really interesting discussion of some of the ways that tooling and the general context for data science sometimes lets practitioners down,
And of course we also discussed why monitoring and logging is actually a kind of baseline practice that should be part of any and every...2021-12-1640 min