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Monitoring and Managing Machine Learning Models with Virgilio: Observability and Governance

Overview

Skills Needed

Ensure reliability and compliance for your machine learning models with Virgilio. Learn how to monitor model performance, manage model lifecycle, and enforce governance policies using Virgilio.

  • Proficiency in machine learning fundamentals
  • Familiarity with model management concepts

Outline

  • Introduction to ML Model Management
  • Observability Features in Virgilio
  • Monitoring Model Performance Metrics
  • Model Versioning and Lifecycle Management
  • Model Governance and Compliance Practices
  • Audit Logging and Trail Management
  • Handling Model Drift and Bias
  • Explainability and Interpretability Techniques
  • Security Measures for ML Models
  • Best Practices for ML Model Management with Virgilio
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