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GIAC Machine Learning Engineer Sample Questions (Q49-Q54):

NEW QUESTION # 49
Which component of a CNN is responsible for learning the spatial hierarchies of features in an image?
Response:

A. Convolutional layer
B. Activation function
C. Fully connected layer
D. Dropout layer

Answer: A

NEW QUESTION # 50
What is the main advantage of using a 'Random Forest' over a 'Decision Tree'?
Response:

A. Simpler interpretation and understanding
B. Higher flexibility in model tuning
C. Faster computation
D. Reduced risk of overfitting

Answer: D

NEW QUESTION # 51
Unsupervised learning is primarily used for:
Response:

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

Answer: A

NEW QUESTION # 52
What is the purpose of a validation set in machine learning?
Response:

A. To test the model on unseen data
B. To prevent overfitting
C. To train the model
D. To fine-tune the model's hyperparameters

Answer: D

NEW QUESTION # 53
Which of the following is commonly used to prevent overfitting in deep neural networks?
Response:

A. Using dropout during training
B. Increasing the learning rate
C. Decreasing the dataset size
D. Increasing the number of hidden layers

Answer: A

NEW QUESTION # 54
......

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