Create a computer vision system using decision tree algorithms to solve a real-world problem : [Activity] Classifying Im

Create a computer vision system using decision tree algorithms to solve a real-world problem : [Activity] Classifying Im

Assessment

Interactive Video

Information Technology (IT), Architecture

University

Practice Problem

Hard

Created by

Wayground Content

FREE Resource

The video tutorial covers the process of working with a dataset containing 10 categories of images, including airplanes, automobiles, and more. It explains how to display images using matplotlib, normalize data by scaling pixel values, and create a Convolutional Neural Network (CNN) model. The tutorial also discusses training the model over 10 epochs, evaluating its performance, and identifying areas for improvement. The model achieves a 62% accuracy rate, with suggestions for further tuning and optimization.

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7 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What are the 10 categories mentioned in the data set?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

How does the teacher plan to display the images from the training data set?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What challenges are mentioned regarding the quality of the images?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the purpose of normalizing the image data?

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5.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe the structure of the CNN model mentioned in the text.

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6.

OPEN ENDED QUESTION

3 mins • 1 pt

What was the test accuracy achieved after training the model?

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7.

OPEN ENDED QUESTION

3 mins • 1 pt

What are some reasons given for the model's incorrect predictions?

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