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GIAC GMLE real answers - GIAC Machine Learning Engineer

GMLE
  • Exam Code: GMLE
  • Exam Name: GIAC Machine Learning Engineer
  • Updated: Oct 14, 2025
  • Q & A: 154 Questions and Answers
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  • GIAC GMLE Value Pack

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


2. Unsupervised learning is primarily used for:
Response:

A) Predicting outcomes based on labeled data
B) Classification tasks with predefined categories
C) Finding hidden patterns in unlabeled data
D) Regression analysis with continuous output


3. What does the term 'boosting' refer to in the context of machine learning algorithms?
Response:

A) Combining several weak models to form a strong model
B) Sequentially building models to correct the errors of previous ones
C) Both B and C
D) Decreasing the computational complexity of models


4. What does the term 'reinforcement learning' refer to in machine learning?
Response:

A) The process of training neural networks with backpropagation
B) The method of combining multiple models to improve performance
C) A type of unsupervised learning
D) A learning technique where an agent learns to make decisions by taking actions in an environment to achieve some reward


5. What is NumPy essential for in data science?
Response:

A) Handling large arrays and matrices efficiently
B) Web scraping and data collection
C) Text processing and natural language understanding
D) Building interactive dashboards


Solutions:

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

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