Explore Machine Learning Models with Explainable AI

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.

• What is the What-If Tool?
• Getting Started with the What-If Tool
• 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.
• 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.
• Using the What-if Tool Performance & Fairness Features
• 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.
• 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.
• 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.