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- Talk29 min
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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