Create a computer vision system using decision tree algorithms to solve a real-world problem : Code to build a perceptro

Create a computer vision system using decision tree algorithms to solve a real-world problem : Code to build a perceptro

Assessment

Interactive Video

Information Technology (IT), Architecture

University

Hard

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The video tutorial guides viewers through building a simple perceptron model using Keras and TensorFlow. It begins with an introduction to the perceptron model, followed by importing necessary libraries like pandas, numpy, matplotlib, and seaborn for data manipulation and visualization. The tutorial then demonstrates loading and visualizing a sample dataset, preparing it for training, and constructing the perceptron model in a sequential manner. Finally, it reviews the model summary, including the initialization of weights and biases.

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10 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

Explain the concept of back propagation in neural networks.

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe the process of importing libraries necessary for building the model.

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the purpose of the Keras library in building neural networks?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What are the two classes of speed indicated in the data?

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5.

OPEN ENDED QUESTION

3 mins • 1 pt

Explain how the scatterplot is used to visualize the data.

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6.

OPEN ENDED QUESTION

3 mins • 1 pt

What are the two inputs used in the model discussed in the text?

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7.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the significance of the bias in a neural network model?

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