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Services/Data and AI

Machine learning

Models for a decision you already make badly or slowly: forecast, classify, detect, rank. With monitoring, because a model left alone decays.

For Operations and product teams with history and a measurable decision.

Outcomes

  • A model tied to a decision and a baseline
  • A path to production, not a notebook
  • Monitoring for drift and failure

What is included

  • Problem framing and data check
  • Feature and model development
  • Deployment and monitoring
  • Human review where the decision needs it

Platforms: Python, Databricks, SageMaker, Vertex AI

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