1.1 Describe Core Generative AI (gen AI) Concepts and Use Cases. GENERATIVE-AI-LEADER Practice Questions (Page 6)

Questions 26–30

1. 26foundation · easy

   Which characteristic of data quality refers to the degree to which data accurately reflects the real-world entity or event it represents?

   • ACompleteness
   • BAccuracy
   • CConsistency
   • DRelevance
   Reveal Solution Discussion Select an answer first
2. 27application · medium

   A healthcare startup is building a model to predict patient readmission risk. They have collected raw electronic health records (EHRs) from multiple hospitals, but the data contains missing values, inconsistent date formats, and duplicate patient entries. According to the ML lifecycle, what should the team do FIRST before any model training?

   • ADeploy a baseline model to establish a performance benchmark
   • BSelect a foundation model and fine-tune it on the raw data
   • CBegin model management to monitor data drift
   • DPerform data preparation to clean, normalize, and deduplicate the data
   Reveal Solution Discussion Select an answer first
4. 28foundation · easy

   Which Google Cloud tool is commonly used for model training in the ML lifecycle?

   • ACloud Storage
   • BVertex AI
   • CBigQuery
   • DCloud Functions
   Reveal Solution Discussion Select an answer first
5. 29foundation · easy

   Which term describes a type of artificial intelligence that can generate new content, such as text, images, or code, based on patterns learned from training data?

   • AMachine learning
   • BDiffusion model
   • CGenerative AI
   • DNatural language processing
   Reveal Solution Discussion Select an answer first
6. 30application · medium

   A legal firm needs a foundation model to summarize long contracts (up to 200 pages) and answer questions about specific clauses. The firm requires the model to consider the entire document at once, not just chunks, to avoid missing cross-references. Which model characteristic is most critical to evaluate first?

   • AInference speed
   • BMultimodal input support
   • CFine-tuning capability
   • DContext window length
   Reveal Solution Discussion Select an answer first