Objective 7.1 Report Findings CERTIFIED-DATA-SCIENCE-PRACTITIONER Practice Questions (Page 3)

Questions 11–15

1. 11expert · hard

   A data science team needs to explain a complex ensemble model to regulators. They have evaluated several XAI tools and need one that provides a comprehensive suite of algorithms, including both global and local explanations, and is backed by a major technology company for long-term support. Which tool best fits these criteria?

   • AELI5
   • BLIME
   • CIBM's AIX360
   • DSkater
   Reveal Solution Discussion Select an answer first
2. 12foundation · easy

   Which of the following is an example of an XAI framework or tool?

   • ATensorFlow
   • BSHAP
   • CScikit-learn
   • DPandas
   Reveal Solution Discussion Select an answer first
4. 13foundation · easy

   Which of the following is a feature of ELI5?

   • AIt can automatically tune hyperparameters
   • BIt can generate synthetic data
   • CIt can deploy models as REST APIs
   • DIt can explain predictions of scikit-learn models
   Reveal Solution Discussion Select an answer first
5. 14foundation · easy

   What is the primary purpose of the Skater library in machine learning?

   • ATo interpret model predictions with global and local explanations
   • BTo train deep learning models
   • CTo visualize high-dimensional data
   • DTo automate feature engineering
   Reveal Solution Discussion Select an answer first
6. 15foundation · easy

   What is the primary role of HTML in a web application that displays model predictions?

   • ATo define the structure and content of the web page
   • BTo handle user interactions and dynamic behavior
   • CTo style the web page with colors and fonts
   • DTo execute the machine learning model on the server
   Reveal Solution Discussion Select an answer first