Back to Prompt Design, Grounding, and RAG with Vertex AI

Prompt Design, Grounding, and RAG with Vertex AI

Build practical skills for designing, grounding, and improving generative AI applications with Google Cloud Vertex AI. In this Specialization, you’ll learn how prompt design, Gemini models, embeddings, vector search, and retrieval-augmented generation (RAG) work together to produce more useful and grounded AI experiences. You’ll begin with generative AI and large language model fundamentals, then explore prompt engineering and Vertex AI Studio. As you progress, you’ll work with text and multimodal embeddings, grounding techniques, controlled generation, and multimodal Gemini use cases. You’ll then apply these concepts to semantic search, hybrid search, multimodal RAG, and LLM-powered application architectures. By the end, you’ll be able to: Design effective prompts for generative AI applications. Ground model responses using retrieval, embeddings, and your own data. Build semantic and hybrid search workflows with Vertex AI Vector Search. Develop multimodal and RAG-based applications using Gemini and Vertex AI. This Specialization is designed for developers, cloud practitioners, and technical learners who want hands-on experience building generative AI solutions with Google Cloud.

Status: Generative Model Architectures
Status: Gemini
IntermediateSpecialization

Top reviews across Prompt Design, Grounding, and RAG with Vertex AI

AR

Reviewed May 26, 2026

This was an impressive learning experience that improved my analytical thinking skills and strengthened my professional knowledge. It was a productive and rewarding experience.

DG

Reviewed Dec 23, 2023

Basic foundation about terminology and concept if LLms. Builds foundation for further course

AH

Reviewed Feb 1, 2025

I liked the course it was very helping for understanding the basic of Vertex Ai in Google Cloud

DC

Reviewed Jun 7, 2024

The labs have a lot of waiting for services to spin up (but it gives you time to read and understand more I suppose)

KR

Reviewed Sep 27, 2024

Great introduction to all the RAG related features with a simple python notebook. Cannot get better than that.

YB

Reviewed Oct 13, 2025

Great Course on Gen AI , and to be recommended to all college Engineering Students and the ones who are keen on learning on Gen AI and its Models to work on projects and other works

MS

Reviewed Sep 6, 2023

Very elementary and short course. It is biased towards Google products, but that's expected. Overall a good course!

HC

Reviewed Apr 21, 2024

Very informative and easy to understand, makes the learning go very smooth.

MT

Reviewed Jun 7, 2024

Very interesting course on Vector Search and Embeddings!

NG

Reviewed Apr 30, 2024

It is a good course,gives me a lot of knowledge about what is generative ai and discriminative ai,how to write a prompt and get appropriate answer regarding to your prompt writing.

SL

Reviewed Apr 18, 2025

a simple primer on LLMs although the quiz can be tricky. perhaps a bit more use cases can be shared?

AM

Reviewed Aug 18, 2023

This course is very useful to those who really wants to study and do great work in Ai field

Learner reviews across Prompt Design, Grounding, and RAG with Vertex AI

Showing: 20 of 3,091

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