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100% Pass 2025 GMLE: GIAC Machine Learning Engineer Accurate Reliable Test Cost

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GIAC Machine Learning Engineer Sample Questions (Q16-Q21):

NEW QUESTION # 16
What is the primary use of 'k-fold cross-validation' in machine learning?
Response:

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

Answer: D

NEW QUESTION # 17
In machine learning, what is 'dimensionality reduction' used for?
Response:

A. To enhance the feature importance analysis
B. To increase the computational speed of model training
C. To improve the model's accuracy on training data
D. To reduce the number of input variables, simplifying the model

Answer: D

NEW QUESTION # 18
What does the term 'overfitting' refer to in deep learning?
Response:

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

Answer: A

NEW QUESTION # 19
Which algorithm is best suited for handling time-series data?
Response:

A. Recurrent Neural Networks
B. Decision Trees
C. K-Means Clustering
D. Convolutional Neural Networks

Answer: A

NEW QUESTION # 20
Which of the following metrics is commonly used to evaluate the performance of a regression model?
Response:

A. Confusion matrix
B. Mean Squared Error (MSE)
C. F1 score
D. Precision

Answer: B

NEW QUESTION # 21
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