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Key #3 to Remote Application Development: DevOps

Datavail

Donovan Brown, a principal DevOps manager at Microsoft, defines the DevOps methodology as “the union of people, process, and products to enable continuous delivery of value to users.” Version control that records all modifications to the code base over time, dramatically simplifying the task of change management.

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Demystifying MLOps: From Notebook to ML Application

Xebia

Most enterprise ML platforms (Vertex AI, Azure ML, Sagemaker) integrate with MLflow. Therefore, we will deploy our solution to one of the cloud providers ( Azure , GCP , AWS , or others). Continuous integration and continuous deployment (CI/CD) We already went from a local notebook to a container to cloud.