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Explore Machine Learning Models with Explainable AI

Fundamental 8단계 7시간 크레딧 23개

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.

목표:

  • 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

동영상

What is the What-If Tool?

실습

AI Platform: Qwik Start

이 실습에서는 TensorFlow 모델을 학습시키고 서빙(예측)을 위해 AI Platform에 배포합니다. 짧은 동영상인 AI Platform으로 머신러닝의 기능 활용하기AI Platform: Qwik Start - Qwiklabs 미리보기를 시청하세요.

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실습

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)
실습

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)
실습

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)
실습

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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