Describe the Solutions for Code, Data, and Model Traceability CERTIFIED-AI-EXPERT Practice Questions (Page 2)

Questions 6–10

1. 6foundation · easy

   What does data lineage describe?

   • AThe origin, transformations, and movement of data through its lifecycle
   • BThe number of rows and columns in a dataset
   • CThe access permissions of data users
   • DThe storage location of data backups
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2. 7application · medium

   A financial services firm is deploying an AI model that flags suspicious transactions. Regulators require the firm to prove exactly which version of the feature-engineering code produced the inputs for a specific model prediction made on March 15. The team currently uses a shared network drive for code and stores model artifacts in a separate folder. What should the team implement to satisfy this requirement?

   • AA model registry that stores the model file and its performance metrics from the testing phase.
   • BA documentation wiki that describes the model development process and the team's coding standards.
   • CA data catalog that records the schema and quality metrics of the training dataset used for the model.
   • DA version control system with immutable tags for code releases, plus a manifest file linking each model artifact to the exact commit hash.
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4. 8foundation · easy

   Which tool is designed to track model training runs and their metadata?

   • APrometheus
   • BGit
   • CMLflow
   • DJenkins
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5. 9application · medium

   A gaming company's data science team is developing a model to predict player churn. They need to ensure that the code used for the final model training is the same as the code that was reviewed and approved. What is the best way to ensure this?

   • AStore the code in a database and reference it by the team lead's name.
   • BAsk the data science team to copy the approved code to a shared folder before training.
   • CUse a Git tag to mark the approved code version and use that exact tag in the training pipeline.
   • DRecord the code's last modification date in the training log.
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6. 10application · medium

   A cybersecurity firm is developing a model to detect network intrusions. They need to ensure that the exact code version that produced a specific model is recorded for compliance. What is the most appropriate way to record this?

   • AInclude the Git commit hash of the training code in the model's metadata.
   • BSave the training code in a folder named after the model version.
   • CStore the training code in a separate database.
   • DWrite a comment in the model file describing the code used.
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