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Duration 14 hours
Course Outline
Foundamentals of Quality and Observability in WrenAI
- The significance of observability in AI-driven analytics
- Challenges in evaluating NL to SQL outputs
- Frameworks for quality surveillance
Assessing NL to SQL Precision
- Setting success metrics for generated queries
- Creating benchmarks and test datasets
- Automating evaluation workflows
Prompt Tuning Strategies
- Refining prompts for precision and efficiency
- Domain adaptation via tuning
- Maintaining prompt libraries for enterprise applications
Monitoring Drift and Query Reliability
- Understanding query drift in production settings
- Tracking schema and data evolution
- Identifying anomalies in user queries
Recording Query History
- Logging and archiving query history
- Utilising history for audits and troubleshooting
- Leveraging query insights for performance enhancement
Monitoring and Observability Frameworks
- Integration with monitoring tools and dashboards
- Metrics for reliability and precision
- Alerting and incident response procedures
Enterprise Deployment Patterns
- Extending observability across teams
- Balancing precision and performance in production
- Governance and accountability for AI outputs
Future Trends in WrenAI Quality and Observability
- AI-driven self-correction mechanisms
- Sophisticated evaluation frameworks
- Emerging features for enterprise observability
Recap and Next Steps
Requirements
- Proficiency in data quality and reliability standards
- Practical experience with SQL and analytical processes
- Familiarity with monitoring or observability instruments
Target Audience
- Data reliability engineers
- BI leaders
- QA specialists in analytics
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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