Deep Learning - Computer Vision for Beginners Using PyTorch - First CNN

Deep Learning - Computer Vision for Beginners Using PyTorch - First CNN

Assessment

Interactive Video

Computers

9th - 10th Grade

Practice Problem

Hard

Created by

Wayground Content

FREE Resource

The video tutorial covers the creation and execution of a Convolutional Neural Network (CNN) using a custom module. It begins with setting up the environment and executing initial code to load image batches. The instructor then demonstrates how to create a CNN class, instantiate it, and execute convolution operations. The video also explains how to visualize the output of these operations and discusses the impact of padding and stride on image dimensions. The tutorial concludes with a summary of the CNN operations covered.

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3 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the effect of using a batch size of four in the context of this CNN implementation?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe the process of visualizing the output of a filter on an image.

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

How do you handle a runtime error when trying to convert a variable to a numpy array in this context?

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