PostgreSQL AI Training Course
This course explores the core principles of PostgreSQL server extensions and libraries designed to incorporate artificial intelligence into database systems. Key topics include semantic search using embedding vectors, Text-to-SQL query capabilities, and Retrieval-Augmented Generation (RAG). Participants will acquire the skills to install PgVector and PgAI, generate and import vector embeddings, construct vector indexes, execute semantic search and RAG implementations, and build Text-to-SQL applications with LangChain using Python or JavaScript. Practical demonstrations and hands-on exercises are used to solidify fundamental concepts and practical proficiency.
This course is available as onsite live training in Kenya or online live training.Course Outline
Introduction to:
- vectors
- AI vector embeddings
- popular AI embedding models
- semantic search
- distance measures
Overview of vector indexing techniques:
- IVFFlat index
- HNSW index
PgVector extension for PostgreSQL:
- installation
- storing and querying high-dimensional vectors
- distance measures
- using vector indexes
PgAI extension for PostgreSQL:
- installation
- generating embeddings
- implementing Retrieval-Augmented Generation
- advanced development patterns
Overview of Text-to-SQL solutions: LangChain framework
Course outcome: By the end of the course, students will be able to:
- design and build elements of AI-powered database applications using PostgreSQL extensions and libraries.
- gain practical experience with techniques for integrating large language models (LLMs) and vector search into real-world systems, enabling them to develop applications such as semantic search engines, AI assistants, and natural-language database interfaces.
Requirements
Essential prerequisites include foundational knowledge of SQL, prior experience with PostgreSQL, and familiarity with either Python or JavaScript programming.
Audience: Database developers and system architects
Need help picking the right course?
southafrica@nobleprog.co.za or +27 (0)10 005 5793
PostgreSQL AI Training Course - Enquiry
Testimonials (2)
The provided examples and labs
Christophe OSTER - EU Lisa
Course - PostgreSQL Advanced DBA
1. A very well-structured training program 2. The warm atmosphere the trainer created, along with his outstanding personal professionalism 3. That the trainer explained everything as if he were talking to a complete beginner, without slipping into any technical jargon.
Piotr Romer - Asseco Poland S.A
Course - PostgreSQL Administration, Optimization and Replication
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