Building the Neural Network — Practice Quiz
ICSE · Class 12 · Artificial Intelligence
Try a 4-question quiz on Building the Neural Network for ICSE Class 12 Artificial Intelligence: tap an answer to check it and see why.
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Quick Quiz: Building the Neural Network
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Which statement about Keras is correct for building a neural network?
Which statement about TensorFlow is correct?
What does the Sequential model represent in Keras or TensorFlow?
Which layer is described as a fully connected layer?
Sample Questions
What is the role of the Flatten layer in the MNIST model?
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It transforms a 28x28 image into a 1D vector of 784 numbers.
The Flatten layer reshapes a 2D image into a 1D vector because neural networks generally need 1D vectors as input.
What is the purpose of the Dropout layer in the MNIST model?
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To reduce overfitting by randomly ignoring a fraction of neurons
Dropout randomly ignores some neurons during training, which helps reduce overfitting.
Which activation function is used in the hidden Dense layer of the simple binary classification model?
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ReLU
The hidden Dense layer uses ReLU, which adds non-linearity to help learn complex patterns.
Which activation function is used in the output layer of the binary classification example?
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Sigmoid activation
The output layer for the binary classification model uses sigmoid with one unit.
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