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GIAC Machine Learning Engineer Sample Questions (Q145-Q150):

NEW QUESTION # 145
Unsupervised learning is primarily used for:
Response:

A. Regression analysis with continuous output
B. Predicting outcomes based on labeled data
C. Classification tasks with predefined categories
D. Finding hidden patterns in unlabeled data

Answer: D

NEW QUESTION # 146
Which techniques can help prevent overfitting in Convolutional Neural Networks?
(Choose two)
Response:

A. Dropout
B. Early stopping
C. Increasing the number of convolutional layers
D. Max pooling

Answer: A,B

NEW QUESTION # 147
What is the purpose of 'regularization' in machine learning models?
Response:

A. To speed up the training process
B. To increase the number of features in the model
C. To add constraints to the model to reduce overfitting
D. To enhance the visualization of the model's performance

Answer: C

NEW QUESTION # 148
What does the learning rate primarily affect in neural network training?
Response:

A. The size of the input data
B. The speed at which the network learns
C. The number of layers in the network
D. The type of function the network can learn

Answer: B

NEW QUESTION # 149
Which strategies can be applied to improve the anomaly detection performance of an autoencoder?
(Choose two)
Response:

A. Add regularization techniques such as L1 or L2
B. Reduce the number of hidden layers
C. Increase the size of the latent space
D. Train the autoencoder on both normal and anomalous data

Answer: A,D

NEW QUESTION # 150
......

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