Developing Generative AI Applications on AWS

Course subjects

Module 1: Exploring Components of Generative AI Applications on AWS

• Understanding generative AI concepts

• Identifying AWS generative AI stack components

• Designing generative AI application components

Module 2: Programming with Amazon Bedrock

• Guiding model response generation

• Using Amazon Bedrock programmatically

• Lab: Develop with Amazon Bedrock APIs

• Lab: Develop Streaming Patterns with Amazon Bedrock APIs

Module 3: Applying Prompt Engineering for Developers

• Introducing prompt engineering

• Introducing prompt techniques

• Optimising prompts for better results

Module 4: Using Amazon Bedrock APIs in Common Architectures

• Implementing architecture patterns with Amazon Bedrock APIs

• Exploring common use cases

• Adding conversational memory to extend context

• Lab: Develop Conversation Patterns with Amazon Bedrock APIs

Module 5: Customising Generative AI Responses with RAG

• Implementing Retrieval Augmented Generation (RAG)

• Using Amazon Bedrock Knowledge Bases

• Lab: Develop Retrieval Augmented Generation (RAG) Applications with Amazon Bedrock Knowledge Bases

Module 6: Integrating Open Source Frameworks with Amazon Bedrock

• Invoking a foundation model in Amazon Bedrock using LangChain

• Using LangChain for context-aware responses

• Lab: Develop a Generative AI Application Pattern using Open Source Frameworks and Amazon Bedrock Knowledge Bases

Module 7: Evaluating Generative AI Application Components

• Evaluating application components

• Evaluating model output

• Evaluating RAG output

• Optimising latency and cost

• Lab: Evaluating Retrieval Augmented Generation (RAG) Applications

Module 8: Implementing Responsible AI

• Understanding responsible AI

• Mitigating bias and addressing prompt misuses

• Using Amazon Bedrock Guardrails

• Lab: Securing Generative AI Applications Using Bedrock Guardrails

Module 9: Using Tools and Agents in Generative AI Applications

• Using tools

• Understanding AI agents

• Understanding open source agentic frameworks

• Understanding agent interoperability

Module 10: Developing Amazon Bedrock Agents

• Implementing Amazon Bedrock Flows

• Designing Amazon Bedrock Agents

• Developing Amazon Bedrock Inline Agents

• Designing multi-agent collaboration

• Using Amazon Bedrock AgentCore

• Lab: Developing Amazon Bedrock Agents Integrated with Amazon Bedrock Knowledge Bases and Guardrails
  

Please note: This is an emerging technology course. Course outline is subject to change as needed.