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    Build Real World AI Applications with Gemini and Imagen

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    Build a Multi-Modal GenAI Application: Challenge Lab

    Lab 20 minutes universal_currency_alt No cost show_chart Introductory
    info This lab may incorporate AI tools to support your learning.
    Lab instructions and tasks
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    Overview

    In a challenge lab you’re given a scenario and a set of tasks. Instead of following step-by-step instructions, you will use the skills learned from the labs in the course to figure out how to complete the tasks on your own! An automated scoring system (shown on this page) will provide feedback on whether you have completed your tasks correctly.

    When you take a challenge lab, you will not be taught new Google Cloud concepts. You are expected to extend your learned skills, like changing default values and reading and researching error messages to fix your own mistakes.

    To score 100% you must successfully complete all tasks within the time period! Are you ready for the challenge?

    • Labs are timed and cannot be paused. The timer starts when you click Start Lab.
    • The included cloud terminal is preconfigured with the gcloud SDK.
    • Use the terminal to execute commands and then click Check my progress to verify your work.

    Challenge scenario

    Scenario: You're a developer at an AI-powered boquet design company. Your clients can describe their dream bouquet, and your system generates realistic images for their approval. To further enhance the experience, you're integrating cutting-edge image analysis to provide descriptive summaries of the generated bouquets. Your main application will invoke the relevant methods based on the users' interaction and to facilitate that, you need to finish the below tasks:

    Task 1: Develop a Python function named generate_bouquet_image(prompt). This function should invoke the imagegeneration@002 model using the supplied prompt, generate the image, and store it locally. For this challenge, use the prompt: "Create an image containing a bouquet of 2 sunflowers and 3 roses".

    Click Check my progress to verify the objective.

    Generate an image by sending a text prompt

    Task 2: Develop a second Python function called analyze_bouquet_image(image_path). This function will take the image path as input along with a text prompt to generate birthday wishes based on the image passed and send it to the gemini-pro-vision model. To ensure responses can be obtained as and when they are generated, enable streaming on the prompt requests.

    Click Check my progress to verify the objective.

    Analyze the saved image by using a multimodal model Congratulations!

    You have completed the lab! Congratulations!!

    Copyright 2025 Google LLC All rights reserved. Google and the Google logo are trademarks of Google LLC. All other company and product names may be trademarks of the respective companies with which they are associated.

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    Before you begin

    1. Labs create a Google Cloud project and resources for a fixed time
    2. Labs have a time limit and no pause feature. If you restart it, you'll have to start from the beginning.
    3. On the top left of your screen, click Start lab to begin

    Use private browsing

    1. Copy the provided Username and Password for the lab
    2. Click Open console in private mode

    Sign in to the Console

    1. Sign in using your lab credentials. Using other credentials might cause errors or incur charges.
    2. Accept the terms, and skip the recovery resource page
    3. Don't click End lab unless you've finished the lab or want to restart it, as it will clear your work and remove the project

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    Setup your console before you begin

    Use an Incognito or private browser window to run this lab. This prevents any conflicts between your personal account and the Student account, which may cause extra charges incurred to your personal account.
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