Welcome to VIANOPS

VIANOPS is the application enabling continuous operation of ML models in production. It uniquely brings together observability across layered, high-volume, complex dimensions, with root cause analysis to identify high-risk hotspots that jeopardize model behavior, and the flexibility to drive continuous ML operations across any cloud and any data source. Data scientists and ML engineers of all sizes from different industries use VIANOPS to:

  • Monitor an ML model’s performance in production continuously with support for deferred ground truth
  • Monitor a model’s different type of risks including feature drift, prediction drift, concept drift, bias & fairness, data quality and etc.
  • Root cause analysis on performance drop or drift by observing drifts from all different comparable time windows (e.g., day to day, week to week, month to months) and slices of data (segment)
  • Validate ML models with recent production data to detect new risks and ensure model performance before production
  • Perform risks analysis and generate content for MRM documents

VIANOPS also has comprehensive but simple-to-use APIs which can be easily integrated with your MLOps platform, workflow or CI/CD pipeline. Kubernetes-based architecture makes VIANOPS agnostic to any cloud like AWS, GCP, Azure, OCI, or on-premises.

welcome

Go to https://VIANOPS.ai to sign-up for our free trial and get started with our sample taxi fare prediction model.

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