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GIAC GMLE Exam Questions and Answers, GIAC Machine Learning Engineer | SPOTO

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Question #1
Which component of a CNN is responsible for learning the spatial hierarchies of features in an image? Response:
A. Dropout layer
B. Activation function
C. Convolutional layer
D. Fully connected layer
View answer
Correct Answer: C
Question #2
In machine learning, what is a 'Support Vector Machine' (SVM) primarily used for? Response:
A. Classification and regression tasks
B. Clustering and grouping similar data points
C. Time-series forecasting and sequence prediction
D. Dimensionality reduction and feature extraction
View answer
Correct Answer: A
Question #3
What is a common use of CNNs in image processing? Response:
A. Data storage optimization
B. Audio signal processing
C. Sequence prediction
D. Feature extraction
View answer
Correct Answer: D
Question #4
What does Bayes' Theorem provide in the context of machine learning? Response:
A. A technique for visualizing data distributions
B. A mechanism for speeding up computations
C. A strategy for optimizing neural networks
D. A method for calculating the likelihood of different hypotheses
View answer
Correct Answer: D
Question #5
In the context of random forests, what is bagging? Response:
A. A clustering algorithm that groups similar data points
B. A method used to select the best hyperparameters for a model
C. A technique that reduces overfitting by using a combination of decision trees trained on different subsets of the data
D. A process that reduces the dimensionality of the dataset
View answer
Correct Answer: C

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