Important tasks in the main MLOps stages

MLOps for Business

Arne Jonas Warnke

Head of Emerging Curriculum

The design phase

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MLOps for Business

Identify and prioritize use cases

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  1. Identify potential MLOps use case
  2. Evaluate their business relevance
  3. Prioritize them
  4. Start initially developing one MLOps application

Priorization

MLOps for Business

Business requirements

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Understand business requirements, e.g.

  • Score all customers automatically
  • On a daily basis
  • Reduce unpaid bills by 30%
  • Transparent scoring

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Business Requirements

MLOps for Business

Assume you have the team and technology

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Assume, we have

  • The skills
  • The technology
  • The culture

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Team collaborating closely together

MLOps for Business

Create a project plan

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Create a project plan, including

  • Project management approach
  • Tools and infrastructure
  • Resources
  • Risks
  • ...

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Project Plan

MLOps for Business

Identifying the right data

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  • Identify right data
    • Relevant to the business problem
    • Reliable available in real time
    • High quality

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Shelves with paper

MLOps for Business

Understand and explore your data

Ensure

  • Very little missing data
  • Necessary variables are available

 

Task of

  • Data scientist
  • Data engineer
  • Business / subject matter expert

Data Exploration

MLOps for Business

Ensure infrastructure is ready

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Technician maintaining the infrastructure

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  • Ensure infrastructure is available

    • E.g., to give real-time predictions

  • Early on in the project

    • Set up data pipelines
    • Test infrastructure
    • Etc.
MLOps for Business

Collect and integrate data

 

  • Collect data systematically
  • Make it centrally available in a database

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  Task of the

  • Data engineer
MLOps for Business

Let's practice!

MLOps for Business

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