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Duration 21 hours
Course Outline
Introduction to AI in Postgres
- Overview of AI and data-driven ecosystems
- Practical AI applications within Postgres environments
- Architectural considerations for AI workloads
Establishing 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
- Comprehending vector embeddings in Postgres
- Leveraging 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
Developing 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 Applications
- 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
- Hands-on experience with Postgres administration or development
- Basic familiarity with AI and machine learning principles
Target Audience
- Database administrators aiming to integrate AI into Postgres
- Data engineers constructing AI-powered database pipelines
- Developers and architects designing intelligent, data-driven applications
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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