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Create Generative AI Apps on Google Cloud

Google Cloud via Coursera

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Overview

"Create Generative AI Apps on Google Cloud" is a hands-on course designed for developers, data scientists, and tech enthusiasts eager to build powerful generative AI applications using Google Cloud’s cutting-edge tools and infrastructure. This course provides step-by-step guidance on leveraging Google’s Vertex AI, PaLM models, and other cloud-native services to create real-world generative AI solutions. Participants will learn how to design, develop, and deploy AI applications that generate text, images, code, or audio. Core topics include prompt engineering, model fine-tuning, integrating...

Syllabus

Generative AI Applications

  • In this module, you learn about generative AI applications, and types of applications that can use the power of generative AI. You also learn about foundation models provided by Google, and challenges that exist when using generative AI in your applications.

Prompts

  • In this module, you learn about generative AI prompts. A prompt is a natural language request submitted to a language model to request a response back. You can design your prompts to improve the results being returned from a model.

Get Started with Vertex AI Studio

  • In this module, you experiment with Vertex AI Studio, which provides tools to rapidly prototype, tune models with your own data, and seamlessly deploy to applications. You explore multimodal capabilities of Gemini, design prompts, and generate conversations.

Retrieval Augmented Generation (RAG)

  • In this module, you learn how to improve the accuracy of foundation models. You learn about retrieval augmented generation, or RAG, a technique for grounding a foundation model with external sources of knowledge. You'll also see an example RAG-capable generative AI solution architecture on Google Cloud.

Build an LLM and RAG-based Chat Application

  • In this module, you build a chat application that uses large language models (LLMs) and retrieval augmented generation (RAG) to create engaging and informative conversations.

Course Resources

  • Link to lesson PDFs
Create Generative AI Apps on Google Cloud
Go to Class

Google Cloud via Coursera

4 hours 2 minutes

Paid Certificate Available

English

On-Demand

Intermediate

Instructor

Google Cloud Training

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