The state of MLOps today

MLOps for Business

Arne Jonas Warnke

Head of Emerging Curriculum

The tool challenge

A picture that illustrates tools to be needed for MLOPs

MLOps for Business

Where can you host your MLOps application?

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Reminder from Chapter 1:

MLOps can be hosted

  • Via (big) cloud providers
  • Fully-managed MLOps platforms
  • Self-build tool stack

A list of MLOps platforms

MLOps for Business

Big 3 cloud providers

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Pricing schema:

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  • You pay higher ongoing cloud costs
    • Compared to less-managed servers

The big three cloud providers and their ML tools

MLOps for Business

Managed MLOps platforms

A list of managed MLOps platforms

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Pricing schema:

  • Depends on individual platform
MLOps for Business

Free open-source tools

A list of open-source MLOps tools

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Pricing schema:

  • Free
MLOps for Business

Advantages and disadvantages of self-build tool stacks

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Self-build MLOps tool stack

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A technician working on a laptop

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Advantages:

  • More flexibility
  • Lower running costs

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Disadvantages:

  • Higher upfront costs
  • Maintenance
MLOps for Business

How to start your MLOps journey

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If you start your journey, you usually choose

  • Via (big) cloud providers

or

  • Fully-managed MLOps platforms
  • Self-built tool stack

A list of MLOps platform providers

MLOps for Business

State of MLOps

$$ MLOps

  • still a vague term
  • With a lot dynamics

A forest in fall consisting of different colors

MLOps for Business

Let's practice!

MLOps for Business

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