GIAC Machine Learning Engineer : GMLE

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GIAC GMLE Exam Syllabus Topics:

GIAC Machine Learning Engineer Sample Questions:

Question 1

What is Principal Component Analysis (PCA) a technique used for in unsupervised learning?
Response:

A. Reducing the dimensionality of data
B. Clustering similar data points
C. Improving the accuracy of classification models
D. Predicting future trends in data

Question 2

What is a common use of CNNs in image processing?
Response:

A. Audio signal processing
B. Sequence prediction
C. Feature extraction
D. Data storage optimization

Question 3

What is the purpose of inferential statistics in machine learning?
Response:

A. To visualize complex datasets
B. To make predictions about a population based on a sample
C. To describe the basic features of data
D. To classify data into different categories

Question 4

What is the main use of the NumPy library in Python for machine learning?
Response:

A. Handling large arrays and matrices
B. Data visualization
C. Web scraping
D. Text processing

Question 5

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

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

Solutions: