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How Culture Amp uses DevOps techniques for reproducible machine learning

Learn how Culture Amp adapts conventional CI/CD to the complexities of machine learning.

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Andy Mackinlay from Culture Amp presenting a webinar on how CultureAmp uses DevOps techniques for reproducible ML
Recorded on
February 1, 2024
Length
29 minutes

In this webinar (originally presented at Buildkite's Unblock conference), Andy covers what machine learning is and the complexities that require special treatment in CI/CD pipelines. In particular, Andy talks about:

  • Using natural language processing (NLP) models to analyze employee survey responses.
  • Differences to conventional pipelines due to the scale of data and number of parameters.
  • Tracking the code version and parameters that produce a model.
  • Integrating with third-party tools like AWS Batch, Athena, and SageMaker with Buildkite's API.
  • Including human inspection before making deployment decisions.

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