17TechnicalAdvanced

    Monitoring AI Systems & Managing Drift

    Performance tracking, bias detection and long-term health

    Full day · 9am–4:30pm Technical, Data teams, IT leadersFrom £500/head
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    Learning Outcomes

    • Set up monitoring for AI system performance
    • Detect and respond to model drift and degradation
    • Implement bias detection and alerting systems

    Day Agenda

    09:00–10:30What is AI drift and why it matters
    10:45–12:30Monitoring frameworks and tools
    13:30–15:00Bias detection practical
    15:15–16:30Building your monitoring dashboard
    Breaks10:30–10:45 · 12:30–13:30 (lunch) · 15:00–15:15

    Tools & Platforms

    LangSmithWeights & BiasesPythonGrafana

    What You Leave With

    AI monitoring checklist and alert framework

    Mapped to ST0512 Level 4 AI & Automation Practitioner — S: Monitor AI system performance and detect drift

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