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Build Generative AI Applications on Google Cloud
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Overview
"Build Generative AI Applications on Google Cloud" is a hands-on course designed for developers, data scientists, and AI practitioners eager to create powerful generative AI applications using Google Cloud’s AI and machine learning services. This course provides a comprehensive guide to leveraging Google Cloud’s infrastructure, APIs, and tools to build, deploy, and scale generative AI models for various use cases such as text generation, image synthesis, and conversational agents. Participants will explore key Google Cloud services including Vertex AI, AI APIs...
Syllabus
- 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
Instructor
Google Cloud
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