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Course Outline

Introduction to AI in Postgres

  • Overview of AI and data-driven systems.
  • AI use cases within Postgres environments.
  • Architectural considerations for AI workloads.

Setting Up the Environment

  • Installing PostgreSQL and configuring pgvector.
  • Setting up Python for AI integrations.
  • Connecting Postgres to local and cloud-based LLMs.

AI Extensions and Vector Databases

  • Understanding vector embeddings in Postgres.
  • Using pgvector for similarity search and semantic queries.
  • Benchmarking AI extensions against external vector stores.

Integrating LLMs with Postgres

  • Connecting Postgres with OpenAI, Deepseek, Qwen, and Mistral Small.
  • Designing AI query pipelines.
  • Efficiently storing and retrieving embeddings.

Building Intelligent Query Systems

  • Converting natural language to SQL using LLMs.
  • Automating query generation and optimization.
  • AI-assisted database search and summarization.

Optimizing Postgres for AI Workloads

  • Indexing strategies for embeddings.
  • Performance tuning and caching for AI queries.
  • Scaling Postgres with distributed and cloud architectures.

Security and Governance in AI-Enabled Databases

  • Data privacy and compliance considerations.
  • Managing API keys and access control.
  • Auditing AI interactions and query logs.

Case Studies and Enterprise Use Cases

  • AI-powered recommendation systems with Postgres.
  • Enterprise search and analytics with embeddings.
  • Automation and predictive modeling within Postgres.

Summary and Next Steps

Requirements

  • A solid understanding of SQL and relational database concepts.
  • Prior experience with Postgres administration or development.
  • Basic familiarity with AI and machine learning principles.

Target Audience

  • Database administrators looking to integrate AI into Postgres.
  • Data engineers constructing AI-powered database pipelines.
  • Developers and architects designing intelligent, data-driven applications.
 21 Hours

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