GIAC GMLE : GIAC Machine Learning Engineer

Pass GMLE Exam Cram

Exam Code: GMLE

Exam Name: GIAC Machine Learning Engineer

Updated: Jun 03, 2026

Q & A: 154 Questions and Answers

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GIAC Machine Learning Engineer Sample Questions:

1. You are building a multiple linear regression model to predict employee salaries based on years of experience, education level, and performance ratings. After training the model, you notice that it is overfitting the training data.
What techniques should you use to reduce overfitting and improve the model's generalization?
Response:

A) Remove regularization and increase the number of training samples
B) Apply L2 regularization (Ridge), reduce the complexity of the model, and increase the size of the training dataset
C) Focus only on the most recent data and ignore the training set
D) Increase the number of features and training epochs


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

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


3. 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


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

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


5. Which machine learning technique is commonly used for detecting anomalies in network traffic?
Response:

A) k-means clustering
B) Naive Bayes
C) Decision Trees
D) Autoencoders


Solutions:

Question # 1
Answer: B
Question # 2
Answer: D
Question # 3
Answer: C
Question # 4
Answer: A,B
Question # 5
Answer: D

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