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GIAC Machine Learning Engineer Sample Questions:

1. What is the main challenge in determining the optimal number of clusters for a k-means algorithm?
Response:

A) It depends on the amount of training data
B) It requires a predefined number of clusters, which may not reflect the true structure of the data
C) It needs feature scaling before clustering
D) It increases the computational complexity

2. Which algorithm is commonly used for anomaly detection in network traffic?
Response:

A) Linear Regression
B) Autoencoders
C) Decision Trees
D) Naive Bayes

3. What is the main purpose of the matplotlib library in Python for machine learning?
Response:

A) Data visualization
B) Deep learning model building
C) Statistical data analysis
D) Database management

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

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

5. What does the term 'epoch' refer to in the context of training a deep learning model?
Response:

A) The initial phase of model training
B) The final phase of model training
C) A single iteration over the entire dataset
D) The process of tuning hyperparameters

Solutions: