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GIAC Machine Learning Engineer Sample Questions (Q72-Q77):

NEW QUESTION # 72
What does the term 'overfitting' refer to in deep learning?
Response:

A. A model that performs well on both training and test data
B. A model that is too simple to capture the underlying pattern
C. A model that performs well on training data but poorly on unseen data
D. The process of selecting the right hyperparameters

Answer: C

NEW QUESTION # 73
In CNNs, what is the purpose of pooling layers?
Response:

A. To reduce the spatial size of the representation
B. To increase the depth of the network
C. To increase the network's sensitivity to noise
D. To directly classify images

Answer: A

NEW QUESTION # 74
What are heatmaps used for in data visualization?
Response:

A. Representing the magnitude of phenomena as color in two dimensions
B. Showing the relationship between two variables
C. Plotting data over time
D. Displaying geographical data

Answer: A

NEW QUESTION # 75
What is the primary use of 'k-fold cross-validation' in machine learning?
Response:

A. To select the most important features of the dataset
B. To optimize the hyperparameters of the model
C. To assess the model's performance on different subsets of the data
D. To increase the size of the training dataset

Answer: C

NEW QUESTION # 76
Which Python libraries are commonly used for visualizing data in machine learning?
(Choose two)
Response:

A. TensorFlow
B. Matplotlib
C. Pandas
D. Seaborn

Answer: B,D

NEW QUESTION # 77
......

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