
DL & RL Module-2 Quiz
Quiz
•
Computers
•
University
•
Practice Problem
•
Easy
Manzoor Ahmed
Used 2+ times
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25 questions
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1.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which of the following inspired the development of Convolutional Neural Networks (CNNs)?
Human skeletal system
Biological visual cortex
Human ear
Digestive system
2.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
The main idea of CNNs is to extract __________ at lower layers and combine them into complex patterns at higher layers.
Global features
Random weights
Local features
Output probabilities
3.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What was the main task of the LeNet architecture?
ImageNet classification
Handwritten digit recognition (MNIST)
Object detection in videos
Sentiment analysis
4.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which of the following was a major limitation of LeNet?
Too many layers
Wrong non-linearity (sigmoid/tanh)
Overfitting due to large dataset
Lack of pooling layers
5.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
The vanishing gradient problem occurs when:
Gradients grow very large
Gradients disappear in deep networks
Weights are initialized randomly
Batch size is too large
6.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which activation function was introduced in AlexNet to overcome the vanishing gradient problem?
Sigmoid
Tanh
ReLU
Softmax
7.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which hardware made training AlexNet practical?
CPUs
TPUs
GPUs (NVIDIA GTX 580)
FPGAs
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