Practice Use Case: Image Classification, Object Detection, Facial Recognition (2.1)

Practice: Use Case: Image classification, object detection, facial recognition

Lesson 2.1Deep Learning Architectures

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10 questions

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6 sample questions

Question 1.
What is a Convolutional Neural Network?
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Think about how machines interpret visual data.
Question 2.
Name one application of image classification.
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Consider how you label pictures.
3Question 3.
What is the primary function of convolutional layers in CNNs?
- To classify images
- To extract features from images
- To pool data
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Think about what the first layers of a CNN do to input data.
4Question 4.
True or False: Object detection involves only classifying an image.
- True
- False
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Remember the difference between classification and detection.
Question 5.
Discuss the implications of using CNNs in law enforcement, particularly regarding privacy.
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Think of the balance between safety and individual rights.
Question 6.
Design a simple CNN architecture for a basic image classification task and explain each layer’s role.
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Structure your design starting from the input and progressing through to output.

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