PostgreSQL AI: Introduction to semantic search Training Course
This curriculum addresses the foundational aspects of PostgreSQL server extensions for government, focusing on the integration of AI methodologies into database systems. This includes similarity and semantic search driven by embedding vectors. Learners will master the installation of PgVector, the generation and ingestion of vector embeddings, the construction of vector indexes, and the execution of semantic search protocols. Structured demonstrations and practical exercises will consolidate core theoretical concepts and applied skills.
This course is available as onsite live training in US Government or online live training.Course Outline
Introduction to:
- vectors
- AI vector embeddings
- prevalent AI embedding models
- semantic search capabilities
- distance measurement methodologies
Overview of vector indexing techniques:
- IVFFlat index implementation
- HNSW index implementation
PgVector extension for PostgreSQL:
- deployment and installation procedures
- storage and retrieval of high-dimensional vectors
- application of distance measures
- utilization of vector indexes
Course outcomes: Upon completion, participants will possess a comprehensive understanding of AI-enabled PostgreSQL extensions for government. They will acquire practical proficiency in integrating large language models (LLMs) and vector search into operational applications.
Requirements
Fundamental SQL knowledge and basic proficiency with PostgreSQL environments
Lab environment: DaDesktops operating on Linux virtual machines (Provided by NobleProg)
Target audience: Database application developers, system architects, and data analysts
Runs with a minimum of 4 + people. For 1-to-1 or private group training, request a quote.
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Testimonials (2)
Tuning strategies.
Jeffrey Zieg - Matrix Consulting
Course - PostgreSQL Performance Tuning
Logging behaviour when the instance is under stress, and the hierarchy/nomenclature of instances, databases, files, etc.
Daniel Inwood - Sinara Consultants LTD
Course - PostgreSQL Advanced DBA
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