AI Technologies and Frameworks CT-AI Practice Questions (Page 4)

Questions 16–20

1. 16foundation · easy

   Which of the following is a common limitation of machine learning models?

   • AThey cannot be used for prediction tasks
   • BThey always produce interpretable models
   • CThey do not require any data preprocessing
   • DThey require a large amount of labeled data to train effectively
   Reveal Solution Discussion Select an answer first
2. 17foundation · easy

   When planning hardware for an AI system, why is memory capacity an important consideration?

   • AIt affects the size of datasets and models that can be processed without running out of memory
   • BIt determines the accuracy of the AI model
   • CIt determines the maximum number of users that can access the system simultaneously
   • DIt controls the energy consumption of the system
   Reveal Solution Discussion Select an answer first
4. 18expert · hard

   A company is training a deep learning model for image recognition. They have a limited budget and need to minimize costs while keeping training time reasonable. They are considering three options: (1) a single high-end GPU, (2) a cluster of mid-range GPUs, and (3) cloud-based TPUs. Which option is most cost-effective?

   • ASingle high-end GPU
   • BCluster of mid-range GPUs
   • CCloud-based TPUs
   • DIt depends on the training time and utilization
   Reveal Solution Discussion Select an answer first
5. 19foundation · easy

   Which framework selection criterion is most relevant when a team needs to quickly prototype a model with minimal coding?

   • AEase of use
   • BLicense cost
   • CRaw performance
   • DHardware compatibility
   Reveal Solution Discussion Select an answer first
6. 20application · medium

   A company is deploying an AI model for real-time language translation on a mobile app. The app must work offline and have minimal battery drain. Which hardware configuration is most appropriate?

   • AEdge TPU with a large transformer model
   • BOn-device GPU with a full-size model
   • COn-device CPU with a quantized model
   • DCloud GPU with a persistent internet connection
   Reveal Solution Discussion Select an answer first