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Explore Machine Learning Models with Explainable AI

Fundamental 8 Steps 7 hours 23 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.

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.

Quest Outline

Video

What is the What-If Tool?

Lab

AI Platform: Qwik Start

In this lab you train and deploy a TensorFlow model to AI Platform for serving (prediction). Watch these short videos Harness the Power of Machine Learning with AI Platform and AI Platform: Qwik Start - Qwiklabs Preview.

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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.

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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.

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Lab

Compare Cloud AI Platform Models using the What-If Tool to Identify Potential Bias

In this lab we use the What-If tool to inform model modifications. Model versioning is maintained using AI Platform.

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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.

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Enroll Now

Enroll in this quest to track your progress toward earning a badge.