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Questions and answers categorized in: Artificial Intelligence > EITC/AI/GCML Google Cloud Machine Learning > Google Cloud AI Platform > Using the What-If tool for explainability > Examination review

What insights can users gain from the Facets Overview tab of the What-If Tool?

Wednesday, 02 August 2023 by EITCA Academy

The Facets Overview tab of the What-If Tool provides users with valuable insights and a comprehensive overview of their machine learning models. This tab offers a didactic value by presenting various visualizations and metrics that allow users to understand the behavior and performance of their models in a more intuitive and interpretable manner. By exploring

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Using the What-If tool for explainability, Examination review
Tagged under: Artificial Intelligence, Data Bias, Explainability, Feature Relationships, Machine Learning, Model Performance

What can users analyze and investigate using the Performance and Fairness tab of the What-If Tool?

Wednesday, 02 August 2023 by EITCA Academy

The Performance and Fairness tab of the What-If Tool provides users with a powerful set of tools to analyze and investigate the performance and fairness of their machine learning models. This tab offers a comprehensive suite of features that enable users to gain insights into the behavior and impact of their models, helping them make

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Using the What-If tool for explainability, Examination review
Tagged under: Artificial Intelligence, Counterfactual Analysis, Explainability, Fairness Assessment, Machine Learning, Performance Analysis

How does the What-If Tool allow users to explore the impact of changing values near the decision boundary?

Wednesday, 02 August 2023 by EITCA Academy

The What-If Tool is a powerful feature of Google Cloud AI Platform that allows users to explore the impact of changing values near the decision boundary. It provides a comprehensive and interactive interface for understanding and interpreting machine learning models. By manipulating input features and observing the corresponding model predictions, users can gain insights into

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Using the What-If tool for explainability, Examination review
Tagged under: Artificial Intelligence, Decision Boundary, Google Cloud AI Platform, Machine Learning Explainability, Model Interpretation, What-If Tool

What types of data analysis does the What-If Tool specialize in?

Wednesday, 02 August 2023 by EITCA Academy

The What-If Tool, developed by Google, is a powerful tool for data analysis and model interpretation in the field of artificial intelligence. It specializes in providing a range of features that enable users to gain a deeper understanding of their machine learning models and the data they operate on. By offering various visualizations and interactive

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Using the What-If tool for explainability, Examination review
Tagged under: Artificial Intelligence, Data Analysis, Fairness Analysis, Feature Attributions, Model Comparison, What-If Analyses

How does the What-If Tool help users understand the behavior of their machine learning models?

Wednesday, 02 August 2023 by EITCA Academy

The What-If Tool is a powerful feature in the field of Artificial Intelligence that aids users in comprehending the behavior of their machine learning models. This tool, developed by Google Cloud, specifically for the Google Cloud AI Platform, provides users with a comprehensive and interactive interface to explore and analyze the inner workings of their

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Using the What-If tool for explainability, Examination review
Tagged under: Artificial Intelligence, Explainability, Google Cloud, Google Cloud AI Platform, Machine Learning, What-If Tool
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