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Machine Learning Model Serving and Deployment: Scaling Infrastructure

Type of course:

Digital learning, Lesson

Language:

EN

Duration:

15 minutes

Workload:

2 hours

Proficiency:

Intermediate

Target:

Manager, Professionals, Workers

This nuggets is an introduction to scaling infrastructures, especially presenting technologies that facilitate scaling by handling Machine Leaning model dependencies. Scaling infrastructures are essential in Machine Leaning model production, to adapt to changes in demands, while preserving performance and cost.


Learning outcomes

  1. Explain horizontal and vertical scaling related to the deployment of AI models
  2. Choose a scaling approach appropriate for a given use case
  3. Select correct arguments supporting a scaling approach for a given use case

Topics

Digital Transformation, Artificial Intelligence (AI)

Content created in 2023
+266 enrolled
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