NVIDIANVIDIA
NCA-AIIO · Question #54
NCA-AIIO Question #54: Real Exam Question with Answer & Explanation
The correct answer is B: They exploit local connectivity and weight sharing. CNNs leverage spatial locality and shared weights, significantly reducing parameters and improving generalization on image data.
NVIDIA Certified Associate (NCA) Core AI Concepts
Question
Why do convolutional neural networks outperform fully connected networks in vision tasks?
Options
- AThey reduce training time to zero
- BThey exploit local connectivity and weight sharing
- CThey remove the need for labeled data
- DThey guarantee interpretability
Explanation
CNNs leverage spatial locality and shared weights, significantly reducing parameters and improving generalization on image data.
Topics
#Convolutional Neural Networks#Computer Vision#Neural Network Architectures#Weight Sharing
Community Discussion
No community discussion yet for this question.