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Explore Machine Learning Models with Explainable AI

Fundamental 8 Steps 7 hours 23 Credits

In this fundamental-level Quest, you will get hands-on practice with Explainable AI - a set of tools and frameworks to help you develop interpretable and inclusive machine learning models and deploy them with confidence. Complete this quest, including the challenge lab at the end, to receive an exclusive Google Cloud digital badge.

Objectives:

  • Introduce AI Platform
  • Use the What-If Tool with Image Recognition Models
  • Identify Bias in a Model using AI Platform and the What-If Tool
  • Compare AI Platform models using the What-If Tool

Quest Outline

Video

What is the What-If Tool?

Hands-On 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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Hands-On 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.

English español (Latinoamérica) français 日本語 português (Brasil)
Hands-On 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.

English español (Latinoamérica) français 日本語 português (Brasil)
Hands-On 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.

English español (Latinoamérica) français 日本語 português (Brasil)
Hands-On 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.

English español (Latinoamérica) français 日本語 português (Brasil)

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