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Course Outline
Introduction to Quality and Observability in WrenAI
- The importance of observability in AI-driven analytics.
- Challenges associated with evaluating natural language to SQL conversions.
- Frameworks for quality monitoring.
Evaluating NL to SQL Accuracy
- Defining success criteria for generated queries.
- Establishing benchmarks and test datasets.
- Automating evaluation pipelines.
Prompt Tuning Techniques
- Optimising prompts for accuracy and efficiency.
- Achieving domain adaptation through tuning.
- Managing prompt libraries for enterprise use.
Tracking Drift and Query Reliability
- Understanding query drift in production environments.
- Monitoring schema and data evolution.
- Detecting anomalies in user queries.
Instrumenting Query History
- Logging and storing query history.
- Utilising history for audits and troubleshooting.
- Leveraging query insights for performance improvements.
Monitoring and Observability Frameworks
- Integrating with monitoring tools and dashboards.
- Metrics for reliability and accuracy.
- Alerting and incident response processes.
Enterprise Implementation Patterns
- Scaling observability across teams.
- Balancing accuracy and performance in production.
- Governance and accountability for AI outputs.
The Future of Quality and Observability in WrenAI
- AI-driven self-correction mechanisms.
- Advanced evaluation frameworks.
- Upcoming features for enterprise observability.
Summary and Next Steps
Requirements
- Knowledge of data quality and reliability practices.
- Experience with SQL and analytics workflows.
- Familiarity with monitoring or observability tools.
Target Audience
- Data reliability engineers.
- Business Intelligence (BI) leads.
- QA professionals specialising in analytics.
14 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 2600 € + VAT*
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