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Duration 14 hours
Course Outline
Fundamentals of Quality and Observability in WrenAI
- The significance of observability in AI-centric analytics
- Key challenges in evaluating natural language to SQL conversions
- Structuring frameworks for quality oversight
Assessing NL-to-SQL Precision
- Defining success metrics for generated queries
- Setting benchmarks and curating test datasets
- Automating evaluation workflows
Methods for Prompt Optimization
- Refining prompts to boost accuracy and efficiency
- Adapting prompts to specific domains through tuning
- Administering prompt libraries for enterprise environments
Monitoring Drift and Query Dependability
- Comprehending query drift in live settings
- Tracking schema changes and data evolution
- Identifying irregularities in user queries
Implementing Query History Logging
- Recording and archiving query history
- Utilizing historical data for audits and issue resolution
- Applying query insights to drive performance enhancements
Monitoring and Observability Architectures
- Connecting with monitoring platforms and dashboards
- Key metrics for reliability and accuracy
- Establishing alerting systems and incident response procedures
Enterprise-Grade Implementation Strategies
- Expanding observability across multiple teams
- Balancing precision with performance in production environments
- Governing accountability for AI-generated outputs
Future Trends in WrenAI Quality and Observability
- AI-based self-correction systems
- Next-generation evaluation frameworks
- Upcoming capabilities for enterprise observability
Recap and Subsequent Steps
Requirements
- A solid grasp of data integrity and reliability protocols
- Proficiency in SQL and analytical processes
- Knowledge of monitoring and observability platforms
Target Audience
- Data reliability engineers
- Business Intelligence (BI) leaders
- Quality Assurance (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 3200 € + VAT*
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