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Duration 21 hours
Course Outline
Introduction to AI-Augmented SQL
- Overview of AI integration within data systems
- The evolution from traditional SQL to AI-assisted querying
- Key enterprise use cases and associated benefits
Understanding LLMs in SQL Context
- How LLMs interpret and generate structured queries
- Comparative analysis of GPT, LLaMA, DeepSeek, Qwen, and Mistral for SQL applications
- Fine-tuning models for effective database interaction
Natural Language to SQL (NL2SQL) Systems
- Architectures and approaches for NL2SQL
- Building and deploying text-to-SQL pipelines
- Evaluating query accuracy and aligning with user intent
AI-Assisted Query Optimisation
- Utilising AI to detect and rectify inefficient queries
- LLM-based query rewriting to enhance performance
- Integrating AI optimisation into PostgreSQL and SQL Server
Security, Governance, and Auditability
- Managing access controls for AI-generated queries
- Safeguarding explainability and compliance standards
- Establishing AI governance frameworks in enterprise data systems
LLM Integration and Orchestration
- Connecting SQL engines with AI APIs
- Leveraging frameworks such as LangChain and LlamaIndex
- Deploying AI components across hybrid and cloud architectures
Practical Implementation Labs
- Configuring AI-SQL connections and test environments
- Generating and evaluating AI-created queries
- Measuring performance gains through AI optimisation
Future Trends and Enterprise Adoption Strategies
- AI-native database systems and the evolution of SQL
- Integration with data lakes, BI tools, and data pipelines
- Building internal AI query assistants for organisations
Requirements
- A solid understanding of SQL fundamentals
- Experience in database administration or data engineering
- Basic knowledge of AI or machine learning concepts
Audience
- Data engineers and database administrators
- Enterprise architects and analytics leads
- AI integration and platform engineering teams
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customised 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 £4800 + VAT*
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