Developing Generative AI Applications on AWSCopy

Module 1: Introduction to Generative AI

– Understanding Generative AI

– Real-world Applications of Generative AI

– Practical Considerations and Risks

Module 2: Planning for Generative AI Projects

– Fundamentals of Generative AI

– Project Planning and Risk Management

Module 3: Amazon Bedrock Basics

– Introduction to Amazon Bedrock

– Architecture and Key Features

– Hands-on Practice with Amazon Bedrock

Module 4: Prompt Engineering Fundamentals

– Foundation Models and Prompt Engineering Techniques

– Addressing Bias and Misuse

– Practical Demonstration of Prompt Engineering

Module 5: Generative AI Application Components

– Overview of Application Components

– Model Fine-tuning and Security Considerations

Module 6: Amazon Bedrock Foundation Models

– Understanding Foundation Models

– Practical Application and Data Protection

Module 7: LangChain Integration

– Optimizing LLM Performance

– Integration and Practical Use of LangChain

– Demonstration of LangChain in Contextual Prompts

Module 8: Architecture Patterns and Applications

– Introduction to Architecture Patterns

– Demonstrations of Text Summarization, Question Answering, Chatbots, and Code Generation

– Integration of LangChain with Amazon Bedrock Models