Course Overview of Cloud Hero: Generative AI Explorer

Cloud Hero: Generative AI Explorer is a hands-on, challenge-based learning experience designed for learners who want to explore the capabilities of Vertex AI and modern Generative AI technologies on Google Cloud. Participants will learn how to prepare data, build and train machine learning models, deploy models using Vertex AI, interact with Gemini models, and design effective prompts using Vertex AI Studio. 

Through guided labs and practical exercises, learners will gain foundational experience with Generative AI development workflows, Vertex AI services, model deployment, and prompt engineering techniques.  

After completing Cloud Hero: Generative AI Explorer, participants will be able to:

  • Understand the core capabilities of Vertex AI.
  • Build and deploy machine learning models using Vertex AI.
  • Interact with Gemini models for text generation and analysis.
  • Design effective prompts for Generative AI applications.
  • Use Vertex AI Studio for rapid AI experimentation.
  • Prepare and manage data for AI workloads.
  • Understand end-to-end AI development workflows.
  • Explore modern Generative AI use cases and solutions.

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Key Features of Cloud Hero: Generative AI Explorer

  • Introduction to Vertex AI

  • End-to-End Machine Learning Development

  • Gemini Model Exploration

  • Prompt Engineering Fundamentals

  • Vertex AI Studio for Rapid Prototyping

  • Model Deployment and Prediction

  • Generative AI Best Practices

  • Hands-On Challenge-Based Learning

Who should Attend Cloud Hero: Generative AI Explorer

  • AI Enthusiasts
  • Application Developers
  • Machine Learning Practitioners
  • Cloud Engineers
  • Data Scientists
  • Technical Professionals Exploring Generative AI
  • Learners Interested in Vertex AI Capabilities

Prerequisites of Cloud Hero: Generative AI Explorer

  • Experience working with Jupyter Notebooks.
  • Familiarity with the Google Cloud Console.
  • Basic understanding of machine learning concepts is beneficial.

Course Outline of Cloud Hero: Generative AI Explorer Download Course Outline

Topics

  • Vertex AI Fundamentals
  • Model Training
  • Model Deployment
  • Prediction Services
  • AI Workflow Overview

Learning Outcomes

  • Understand the Vertex AI platform.
  • Train and deploy machine learning models.
  • Serve predictions using managed AI services.
  • Explore end-to-end AI workflows.

Activities

  • Lab: GSP917 – Vertex AI: Qwik Start
  • Model Deployment Exercise
  • AI Workflow Challenge

Topics

  • Gemini 1.5 Pro
  • Generative AI Fundamentals
  • Text Generation
  • Multimodal AI
  • Foundation Models

Learning Outcomes

  • Understand Gemini model capabilities.
  • Interact with Generative AI models.
  • Explore text and multimodal generation use cases.
  • Build AI-powered interactions.

Activities

  • Lab: GSP1150 – Getting Started with the Vertex AI Gemini 1.5 Pro Model
  • Prompt Experimentation Workshop
  • Gemini Exploration Challenge

Topics

  • Prompt Engineering Fundamentals
  • Prompt Structures
  • Prompt Optimization
  • AI Response Quality
  • Prompting Best Practices

Learning Outcomes

  • Design effective prompts.
  • Improve AI-generated outputs.
  • Apply prompt engineering techniques.
  • Optimize prompts for business use cases.

Activities

  • Lab: GSP1151 – Generative AI with Vertex AI: Prompt Design
  • Prompt Engineering Workshop
  • Response Optimization Challenge

Topics

  • Vertex AI Studio
  • Prompt Testing
  • AI Prototyping
  • Foundation Model Exploration

Learning Outcomes

  • Use Vertex AI Studio effectively.
  • Prototype Generative AI solutions rapidly.
  • Test and refine prompts.
  • Explore foundation model capabilities.

Activities

  • Lab: GSP1154 – Get Started with Vertex AI Studio
  • AI Studio Exploration Exercise
  • Prototype Development Challenge

Certification details of Cloud Hero: Generative AI Explorer

    Participants receive a Cloud Hero completion badge and recognition upon successful completion of all challenge activities.

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Course ID: 29640

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FAQs of Cloud Hero: Generative AI Explorer

This Cloud Hero is designed for learners who want to explore Vertex AI capabilities and develop foundational Generative AI skills.

Basic familiarity with machine learning concepts is beneficial, but the challenge focuses on practical hands-on learning.

Yes. The Cloud Hero consists entirely of guided labs and challenge-based activities.

The course covers Gemini models, prompt engineering, Vertex AI Studio, AI prototyping, and model deployment workflows.

Yes. Prompt design and optimization are major focus areas, including dedicated hands-on exercises.

The challenge primarily uses Vertex AI, Vertex AI Workbench, Gemini, Vertex AI Studio, and BigQuery.

The complete Cloud Hero experience takes approximately 330 minutes.

Participants typically earn a Cloud Hero completion badge upon successful completion of all challenge activities.

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