Deep Learning - Artificial Neural Networks with Tensorflow - How Does a Model "Learn"?

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Mathematics
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9th - 10th Grade
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Hard
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10 questions
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1.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the primary goal of linear regression?
To find the line that best fits the input data
To minimize the number of data points
To find the maximum value of a function
To calculate the average of data points
2.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is a scatter plot used for in linear regression?
To calculate the mean of data points
To find the maximum value of a function
To show the relationship between two variables
To display the distribution of a single variable
3.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What does the mean squared error represent?
The maximum value of a function
The slope of the best fit line
The average squared deviation between predictions and targets
The sum of all data points
4.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which term is NOT used interchangeably with 'error' in the context of linear regression?
Objective
Slope
Loss
Cost
5.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the purpose of finding the derivative in calculus?
To determine the slope of a line
To find the sum of all data points
To calculate the average of data points
To find the maximum or minimum of a function
6.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the role of automatic differentiation in TensorFlow?
To visualize data points
To determine the learning rate
To automatically find the gradient of weights
To manually calculate derivatives
7.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the main purpose of gradient descent?
To find the maximum value of a function
To determine the slope of a line
To minimize cost when an analytical solution is not possible
To calculate the average of data points
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