Recent Advancements and Future Directions in AI AIE Practice Questions (Page 8)

Questions 36–40

1. 36application · medium

   A robotics company is developing a drone that can autonomously inspect power lines. The drone must adapt to varying weather conditions and unexpected obstacles. Which combination of AI capabilities is most relevant?

   • ANatural language processing for pilot commands and rule-based control
   • BSpeech recognition for voice control and supervised learning for image classification
   • CComputer vision for obstacle detection and reinforcement learning for adaptive navigation
   • DGenerative models for creating inspection reports and fixed flight paths
   Reveal Solution Discussion Select an answer first
2. 37application · medium

   A healthcare startup is developing an AI system to assist radiologists by flagging suspicious areas in X-ray images. The system must explain its reasoning to build trust and must allow radiologists to override its suggestions. Which future AI direction does this scenario primarily exemplify?

   • AAutonomous system that operates without human intervention.
   • BArtificial general intelligence (AGI) that can perform any intellectual task a human can.
   • CHuman-AI collaboration with emphasis on interpretability and human oversight.
   • DGenerative model that creates synthetic X-ray images for training.
   Reveal Solution Discussion Select an answer first
4. 38expert · hard

   A startup is developing an AI-powered recruitment tool. They have a small dataset of past hires and want to avoid bias against underrepresented groups. They also need to deploy quickly with minimal cost. Which approach best addresses these constraints?

   • ADeploy the model without any bias testing to save time
   • BUse a large proprietary dataset from another company
   • CUse a pretrained model with bias mitigation techniques and validate on a small held-out set
   • DTrain a deep learning model from scratch on the small dataset
   Reveal Solution Discussion Select an answer first
5. 39application · medium

   A healthcare startup is developing an AI assistant to help doctors with diagnostic suggestions. They want the system to explain its reasoning and allow doctors to override its recommendations. Which future AI direction does this scenario primarily illustrate?

   • AArtificial general intelligence
   • BGenerative model fine-tuning
   • CHuman-AI collaboration
   • DAutonomous system deployment
   Reveal Solution Discussion Select an answer first
6. 40application · medium

   A manufacturing company wants to deploy autonomous robots in its warehouse to move inventory. The robots must navigate dynamic environments and avoid workers. Which recent AI advancement is most directly enabling this capability?

   • AReinforcement learning for real-time decision-making
   • BLarge language models for natural language processing
   • CGenerative adversarial networks for image synthesis
   • DRule-based expert systems for fixed routines
   Reveal Solution Discussion Select an answer first