Google Cloud Skills Boost

Explore Machine Learning Models with Explainable AI

5 hours Fundamental universal_currency_alt 8 Credits
Earn a skill badge by completing the Explore Machine Learning Models with Explainable AI quest, where you will learn how to do the following using Explainable AI: build and deploy a model to an AI platform for serving (prediction), use the What-If Tool with an image recognition model, identify bias in mortgage data using the What-If Tool, and compare models using the What-If Tool to identify potential bias.

A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete this skill badge quest and the final assessment challenge lab to receive a skill badge that you can share with your network.

Badge for Explore Machine Learning Models with Explainable AI

When you complete this activity, you can earn the badge displayed above! View all the badges you have earned by visiting your profile page. Boost your cloud career by showing the world the skills you have developed!

  • Video

    What is the What-If Tool?

  • Lab

    Vertex AI Workbench Notebook: Qwik Start

    In this lab you train and deploy a TensorFlow model to Vertex AI for serving (prediction). Watch these short videos Harness the Power of Machine Learning with AI Platform and Faster model training and experimentation with Vertex AI.

  • Lab

    Using the What-If Tool with Image Recognition Models

    In this lab, we demonstrate the use of the what-if-tool for image recognition models.

  • Lab

    Identifying Bias in Mortgage Data using Cloud AI Platform and the What-if Tool

    In this lab, you use the What-if Tool to identify potential biases in a model trained on mortgage loan applications.

  • Lab

    Explore Machine Learning Models with Explainable AI: Challenge Lab

    In this challenge lab you'll apply knowledge of AI Platform and the What-If Tool to identify and address bias in datasets.

  • info
    Quest Info
    Prerequisites
    Prior to enrolling in this skill badge quest it is recommended that you complete the [Perform Foundational Data, ML, and AI Tasks in Google Cloud](https://www.qwiklabs.com/quests/117) skill badge quest.
    Available languages
    English, français, português (Brasil), español (Latinoamérica), and 日本語
    What do I do when I finish this quest?
    After finishing this quest, you can explore additional content in your learning path or browse the learning catalog.
    What badges can I earn?
    Upon finishing a quest, you will earn a badge of completion. Some quests test your ability to apply your knowledge via a final assessment challenge lab. For these quests, you will receive a skill badge. Badges can be viewed on your profile and shared with your social network.