Deep Learning - Deep Neural Network for Beginners Using Python - Sigmoid Function Implementation

Deep Learning - Deep Neural Network for Beginners Using Python - Sigmoid Function Implementation

Assessment

Interactive Video

Information Technology (IT), Architecture

University

Hard

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The video tutorial introduces the sigmoid function, providing its definition and formula. It then discusses the implementation approach, highlighting a conventional change from using Z to X as a variable. The tutorial proceeds to define the sigmoid function in code, explaining the return statement that uses the numpy exponential function.

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5 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the mathematical definition of the sigmoid function as mentioned in the text?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

Why is the variable 'X' used instead of 'Z' in the implementation of the sigmoid function?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

How does the sigmoid function relate to the concept of feature vectors in machine learning?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What does the sigmoid function return when given a feature vector?

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5.

OPEN ENDED QUESTION

3 mins • 1 pt

Explain the role of the Numpy dot exponential in the sigmoid function implementation.

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