Deep Learning - Artificial Neural Networks with Tensorflow - ANN for Regression

Deep Learning - Artificial Neural Networks with Tensorflow - ANN for Regression

Assessment

Interactive Video

Computers

10th - 12th Grade

Hard

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The video tutorial demonstrates using synthetic data for neural network regression. It covers creating a dataset with a nonlinear function, building a neural network model, and training it with a custom learning rate. The tutorial emphasizes the importance of visualizing data and predictions, and it explores the model's limitations in extrapolating periodic functions.

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4 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What role does the cosine function play in the dataset creation?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe the architecture of the neural network used in the example.

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

How can one visualize the prediction surface of a neural network?

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4.

OPEN ENDED QUESTION

3 mins • 1 pt

What challenges might arise when trying to extrapolate using a neural network?

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