Detailed Course Outline
Day 1
Module 1: Foundation Model Selection and Configuration
- Enterprise foundation model evaluation framework
- Dynamic model selection architecture patterns
- Resilient foundation model system designs
- Cost optimization and economic modeling
Module 2: Advanced Data Processing for Foundation Models
- Comprehensive data validation and quality assurance
- Multi-modal data processing pipelines
- Input optimization and performance enhancement
Module 3: Vector Databases and Retrieval Augmentation
- Enterprise vector database architecture
- Advanced document processing and chunking strategies
- Sophisticated retrieval system implementation
- Hands-on Lab: Develop Retrieval Augmented Generation (RAG) Applications with Amazon
- Bedrock Knowledge Bases
Day 2
Module 4: Prompt Engineering and Governance
- Advanced prompt engineering frameworks
- Complex prompt orchestration systems
- Enterprise prompt governance and management
- Hands-on Lab: Develop conversation pattern with Amazon Bedrock APIs
Module 5: Implementing Agentic AI Frameworks with Amazon Bedrock AgentCore
- Agentic AI Frameworks
- Amazon Bedrock AgentCore
Module 6: AI Safety and Security
- Comprehensive content safety implementation
- Privacy-preserving AI architecture
- AI governance and compliance frameworks
Day 3
Module 7: Performance Optimization and Cost Management
- Token efficiency and cost optimization
- High-performance system architecture
- Intelligent caching systems implementation
- Hands-on Lab: Building Secure and Responsible Gen AI with Guardrails for Amazon Bedrock
Module 8: Monitoring and Observability for Generative AI
- Foundation model monitoring systems
- Business impact and value management
- AI-specific troubleshooting and diagnostics
Module 9: Testing, Validation, and Continuous Improvement
- Comprehensive AI evaluation frameworks
- Quality assurance and continuous improvement
- RAG system evaluation and optimization
Module 10: Enterprise Integration Patterns
- Enterprise connectivity and integration architecture
- Secure access and identity management
- Cross-environment and hybrid deployments
Module 11: Course wrap-up
- Next steps and additional resources
- Course summary