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machinelearning-3

Total questions: 6

Worksheet time: 3mins

Name
Class
Date
1.

What is the primary goal of linear regression? 

a)

To classify data points into different categories.

b)

To find the line of best fit for a set of data points.

c)

To cluster data points into groups based on similarity.

d)

To predict a categorical outcome.

2.

Which of the following is a common metric used to evaluate the performance of a linear regression model? 

a)

Accuracy

b)

Precision

c)

F1-score

d)

Mean Squared Error 

3.

What is an epoch in deep learning?

a)

The number of layers in a neural network

b)

The number of training examples in a dataset

c)

The number of times the entire dataset is passed through the neural network during training

d)

The number of neurons in a layer

4.

What is the purpose of a recurrent neural network (RNN)?

a)

To handle sequential data

b)

To classify images

c)

To perform dimensionality reduction

d)

To generate synthetic data

5.

Which deep learning technique is used for generating new, realistic data samples?

a)

Reinforcement Learning

b)

Transfer Learning

c)

Convolutional Neural Networks (CNNs)

d)

Generative Adversarial Networks (GANs)

6.

What is the main advantage of using Convolutional Neural Networks (CNNs) for image processing?

a)
They require a specific type of image format
b)
They can only process grayscale images
c)
They are limited to small image sizes
d)
They can automatically detect and learn features from images