Question Bank

3705 approved questions from the community

What is the main difference between Ridge (L2) and Lasso (L1) regularization?

MEDIUM
SINGLE CHOICE
40s
Machine Learning
by Mohamed

What is regularization in machine learning?

EASY
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30s
Machine Learning
by Mohamed

Max-pooling in CNNs helps reduce computation and contributes to translation invariance.

MEDIUM
TRUE FALSE
25s
Machine Learning
by Mohamed

Underfitting occurs when a model is too complex and memorizes the training data.

EASY
TRUE FALSE
25s
Machine Learning
by Mohamed

What are dropouts in neural networks?

MEDIUM
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30s
Machine Learning
by Mohamed

What is LSTM (Long Short-Term Memory)?

MEDIUM
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35s
Machine Learning
by Mohamed

What are the two main components of a GAN (Generative Adversarial Network)?

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SINGLE CHOICE
30s
Machine Learning
by Mohamed

What is an autoencoder?

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30s
Machine Learning
by Mohamed

What is the learning rate in neural network optimization?

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30s
Machine Learning
by Mohamed

What is momentum in neural network optimization?

MEDIUM
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35s
Machine Learning
by Mohamed

What is a cost function in neural networks?

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30s
Machine Learning
by Mohamed

What is the F1-score?

EASY
SINGLE CHOICE
30s
Machine Learning
by Mohamed

What is the difference between Batch Gradient Descent and Stochastic Gradient Descent?

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40s
Machine Learning
by Mohamed

What is the vanishing gradient problem?

MEDIUM
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35s
Machine Learning
by Mohamed

What is the purpose of a validation set in machine learning?

MEDIUM
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35s
Machine Learning
by Mohamed

What is unsupervised learning?

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30s
Machine Learning
by Mohamed

What is batch normalization and why is it effective?

MEDIUM
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40s
Machine Learning
by Mohamed

Why use many small convolutional kernels (like 3x3) rather than a few large ones?

HARD
SINGLE CHOICE
40s
Machine Learning
by Mohamed

What is reinforcement learning?

MEDIUM
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30s
Machine Learning
by Mohamed

Why do we use convolutions for images rather than fully connected (FC) layers?

MEDIUM
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35s
Machine Learning
by Mohamed
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