Build Generative AI Applications on Google Cloud

Generative AI applications can create new user experiences that were nearly impossible before the invention of large language models (LLMs). As an application developer, how can you use generative AI to build engaging, powerful apps on Google Cloud? In this course, you'll learn about generative AI applications and how you can use prompt design and retrieval augmented generation (RAG) to build powerful applications using LLMs. You'll learn about a production-ready architecture that can be used for generative AI applications and you'll build an LLM and RAG-based chat application.

• Generative AI Applications
• Getting started
• Introduction to generative AI applications
• Foundation models
• Challenges of Gen AI for applications
• Summary
• Generative AI Applications Quiz
• Prompts
• Getting started
• Introduction to prompts
• Prompt structure
• Prompt engineering
• Summary
• Prompts Quiz
• Get Started with Vertex AI Studio
• Get Started with Vertex AI Studio
• Retrieval Augmented Generation (RAG)
• Getting started
• Improving foundation model accuracy
• Retrieval Augmented Generation (RAG)
• Retrieving relevant data
• RAG architecture using Vertex AI
• Summary
• Retrieval Augmented Generation Quiz
• Build an LLM and RAG-based Chat Application
• Build an LLM and RAG-based Chat Application with AlloyDB and Vertex AI
• Course Resources
• Course resources
• Your Next Steps
• Course Badge