Artificial Intelligence Fundamentals GOAA Practice Questions (Page 1)

Questions 1–5

1. 1application · medium

   A bank deploys a machine learning model to approve credit card transactions. The model was trained on historical transaction data. During a sudden economic shift, the model's accuracy drops significantly because the patterns in new transactions differ from the training data. What is the primary limitation this scenario illustrates?

   • AThe model is overfitting to the training data
   • BThe model is not using deep learning
   • CThe model lacks sufficient computational resources
   • DThe model cannot generalize to data distributions it has not seen
   Reveal Solution Discussion Select an answer first
2. 2application · medium

   An organization deploys an AI system to screen job applications. After a few months, they notice the system is rejecting candidates from certain demographic groups at a higher rate. The HR director asks the data science team to investigate. Which AI limitation is most likely at play?

   • AThe model is overfitting to the training data
   • BBias in the training data
   • CThe model is not capable of processing demographic information
   • DThe model is too intelligent and has developed its own preferences
   Reveal Solution Discussion Select an answer first
4. 3foundation · easy

   Which of the following is a common real-world application of AI in the healthcare domain?

   • AMedical image analysis for detecting tumors
   • BFraud detection in banking
   • CAutomated invoice processing
   • DRecommendation systems for movies
   Reveal Solution Discussion Select an answer first
5. 4application · easy

   A hospital wants to use AI to analyze medical images (X-rays) to assist radiologists in detecting fractures. The system must highlight suspicious regions and provide a confidence score. Which AI application and subfield combination is most appropriate?

   • AComputer vision using deep learning
   • BNatural language processing using reinforcement learning
   • CSpeech recognition using unsupervised learning
   • DRobotics using supervised learning
   Reveal Solution Discussion Select an answer first
6. 5application · medium

   A team is developing an AI system that plays a strategy game. The system learns by playing against itself and receiving a reward when it wins. Which AI subfield and learning paradigm does this represent?

   • ADeep learning, a subfield of reinforcement learning
   • BUnsupervised learning, a subfield of natural language processing
   • CReinforcement learning, a subfield of machine learning
   • DSupervised learning, a subfield of deep learning
   Reveal Solution Discussion Select an answer first