Machine Learning Lifecycle 2021 Conference
Cognilytica’s Machine Learning Lifecycle Virtual Conference is a three day online experience January 26-28, 2021 focused on the machine learning lifecycle including ML Operations, building models, and model management!
Machine Learning Lifecycle 2021 Conference
How to make ML-Ops work for you. Achieve productive orchestration AND provenance for ML.
On Demand
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About this Session

MLOps is clearly not “just DevOps for machine learning”. Rather it needs to combine methodologies from both worlds - data science and operations. One of the challenges is performing routine R&D tasks for ML within the context of an organization with changing HW setups. Do the data scientists have their own machines? Do they need to spin up a remote VM to perform their research? Where and how to access machines for training runs once the code has been tested? In this session we will show how  having tight coupling between orchestration and experiment tracking within the MLOps stack allows providing a productivity-boosting link between R&D teams and the expensive hardware available for their work.

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