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GIAC GMLE Exam Syllabus Topics:

GIAC Machine Learning Engineer Sample Questions:

Question 1

Which two types of probabilities are essential in machine learning applications?
(Choose two)
Response:

A. Conditional probability
B. Uncertainty probability
C. Absolute probability
D. Marginal probability

Question 2

Which strategies can be applied to improve the anomaly detection performance of an autoencoder?
(Choose two)
Response:

A. Reduce the number of hidden layers
B. Add regularization techniques such as L1 or L2
C. Train the autoencoder on both normal and anomalous data
D. Increase the size of the latent space

Question 3

Which of the following is a key step in data acquisition for machine learning models?
Response:

A. Model evaluation
B. Hyperparameter tuning
C. Model deployment
D. Data cleaning

Question 4

What is the purpose of a p-value in hypothesis testing?
Response:

A. To determine the probability of observing the data given that the null hypothesis is true
B. To measure the correlation between variables
C. To calculate the mean of a dataset
D. To test for multicollinearity

Question 5

In machine learning, which of the following is an example of applying probability theory?
Response:

A. Visualizing data using histograms
B. Using decision trees to classify data
C. Performing clustering using k-means
D. Estimating the likelihood of a new observation belonging to a certain class

Solutions: