Objective 1.3 Research Learning Systems [Identify Business Case for Image Recognition; NLP; Speech Recognition; Predictive & Recommendation Systems; Discovery & Diagnostic Systems; Robotics and Autonomous Systems] AIP-210 Practice Questions (Page 5)

Questions 21–25

1. 21foundation · easy

   A retail chain wants to identify previously unknown purchasing patterns and customer segments from its transaction data to design targeted promotions. Which AI system is best suited for this business case?

   • ADiscovery system that uses data mining to find hidden patterns and associations
   • BSpeech recognition to transcribe customer feedback calls
   • CRecommendation system to suggest products to customers
   • DImage recognition to analyze store shelf photos
   Reveal Solution Discussion Select an answer first
2. 22foundation · easy

   A pharmaceutical company wants to analyze scientific literature and clinical trial data to discover potential new uses for existing drugs. Which AI system is most appropriate?

   • AImage recognition to analyze microscope images
   • BSpeech recognition to transcribe research meetings
   • CPredictive analytics to forecast drug sales
   • DDiscovery system that mines text and data to identify novel drug-disease associations
   Reveal Solution Discussion Select an answer first
4. 23application · medium

   A healthcare provider receives thousands of unstructured clinical notes daily. They want to automatically extract patient symptoms, medications, and diagnoses to populate structured records for research. Which approach is most appropriate?

   • ADeploy a natural language processing system with named entity recognition to identify and extract relevant medical entities from the text.
   • BApply a diagnostic system that uses the notes to automatically recommend treatments for each patient.
   • CImplement a recommendation system that suggests relevant research articles based on the content of each note.
   • DUse a speech recognition system to transcribe the clinical notes into a searchable text format.
   Reveal Solution Discussion Select an answer first
5. 24application · medium

   An online streaming service wants to increase viewer engagement by suggesting movies and shows that individual users are likely to enjoy. They have viewing history, ratings, and user demographics. Which system should they implement?

   • AA natural language processing system that reads user reviews to determine overall sentiment.
   • BA predictive analytics model that forecasts which users will cancel their subscriptions.
   • CAn image recognition system that analyzes movie posters to categorize genres.
   • DA recommendation system that uses collaborative filtering to suggest content based on similar users' preferences.
   Reveal Solution Discussion Select an answer first
6. 25application · medium

   A warehouse wants to automate the movement of goods from receiving docks to storage racks. The environment is dynamic, with workers and other vehicles moving around. Which solution is most appropriate?

   • AUse an image recognition system to track the location of goods and display them on a dashboard for workers.
   • BDeploy autonomous mobile robots that use sensors and navigation algorithms to move goods safely around the warehouse.
   • CImplement a fixed conveyor belt system that moves goods along a predetermined path.
   • DApply a predictive analytics model to forecast which goods will be needed soon and pre-stage them.
   Reveal Solution Discussion Select an answer first