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GIAC GMLE real answers - GIAC Machine Learning Engineer

GMLE
  • Exam Code: GMLE
  • Exam Name: GIAC Machine Learning Engineer
  • Updated: Nov 08, 2025
  • Q & A: 154 Questions and Answers
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GIAC Machine Learning Engineer Sample Questions:

1. Which of the following are characteristics of hierarchical clustering?
(Choose two)
Response:

A) It requires specifying the number of clusters in advance
B) It scales better for large datasets compared to k-means
C) It creates a tree-like structure of nested clusters
D) It can be either agglomerative or divisive


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

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


3. In the context of anomaly detection, which is the primary advantage of using autoencoders?
Response:

A) They are capable of detecting complex, non-linear anomalies
B) They can handle both structured and unstructured data
C) They are faster to train than traditional algorithms
D) They reduce the dimensionality of the input data


4. What role does 'dropout' play in training deep neural networks?
Response:

A) It increases the accuracy of the model on the training data
B) It introduces non-linearity into the model
C) It helps prevent overfitting by randomly dropping units during training
D) It accelerates the training process


5. Which techniques are commonly used to optimize neural networks during training?
(Choose two)
Response:

A) Stochastic Gradient Descent
B) Softmax activation function
C) Adam optimizer
D) Data augmentation


Solutions:

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

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