Guide-linked quiz · Medium Level

AI in Telecom Quiz

Tests network action boundaries, changing conditions, telemetry quality, operator control, resilience, and customer outcomes.

Related guide pathsAI Telecom
Question 1 of 8

Why distinguish a model that observes from one that changes network state?

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  1. Why distinguish a model that observes from one that changes network state?
    • Observation always requires emergency shutdown
    • Direct control creates different operational risk and needs bounded action and rollback
    • A recommendation is the same as automatic control
    • Network models cannot affect state
  2. A network policy is trained on older sites. What evaluation should be added?
    • Test new sites and hardware, plus changing traffic conditions
    • Evaluate only the historical average
    • Use model accuracy instead of service measures
    • Remove site identifiers and skip testing
  3. What safety boundary is useful around learned network actions?
    • Allow any action if the model confidence is high
    • Remove deterministic controls after training
    • Optimize one local metric without service checks
    • Limit action ranges, preserve emergency connectivity, and enable operator reversal
  4. Why check time synchronization and missing telemetry?
    • They change customer billing automatically
    • They only affect dashboard colors
    • Misaligned or incomplete device data can distort the model’s view of network state
    • They prove that the model is stale
  5. Which measures reflect customer-facing network outcomes?
    • Availability, dropped calls, throughput, latency, and support resolution
    • Number of model layers and training epochs
    • Only average inference speed
    • The count of cell towers in a region
  6. An optimization improves throughput in one busy area but hurts a rural region. What does that show?
    • The change is necessarily a success
    • A local metric may hide a worse overall service outcome
    • Rural service is outside network quality
    • Throughput cannot be measured
  7. What should happen when network traffic changes substantially?
    • Assume training data cover all futures
    • Remove the fallback route
    • Reassess model performance and test under the changed operating conditions
    • Wait for customers to report every issue
  8. Why should an operator be able to understand and reverse a network change?
    • It ensures the model never makes an error
    • It eliminates the need for monitoring
    • It makes customer measures unnecessary
    • It supports oversight and recovery if the learned action causes a problem

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