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Explore Machine Learning Models with Explainable AI

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Explore Machine Learning Models with Explainable AI

7 个小时 Fundamental universal_currency_alt 23 个积分
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.

完成此课程中的所有活动即可赢取一枚徽章。完成挑战任务、游戏和课程即可收集 Qwiklabs 中的徽章。集齐所有徽章,彰显您的技能!

  • 视频

    What is the What-If Tool?

  • 实验

    AI Platform:Qwik Start

    在本实验中,您将训练 TensorFlow 模型并将其部署到 AI Platform 以提供预测服务。欢迎观看以下这两个简短视频:通过 AI Platform 利用强大的机器学习技术AI Platform:Qwik Start - Qwiklabs 预览

  • 实验

    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.

  • 实验

    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.

  • 实验

    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.

  • 实验

    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.