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GIAC Machine Learning Engineer Sample Questions:
1. In machine learning, what does 'pruning' a decision tree involve?
Response:
A) Removing branches to reduce complexity and overfitting
B) Adding more branches to the tree
C) Splitting the tree into multiple smaller trees
D) Increasing the depth of the tree
2. Which of the following best describes standard deviation?
Response:
A) It represents the most frequent value in a dataset
B) It is the difference between the largest and smallest values
C) It measures the spread of data points from the mean
D) It is the average of all the values in the dataset
3. What does the term 'reinforcement learning' refer to in machine learning?
Response:
A) The method of combining multiple models to improve performance
B) A type of unsupervised learning
C) A learning technique where an agent learns to make decisions by taking actions in an environment to achieve some reward
D) The process of training neural networks with backpropagation
4. Which techniques can help prevent overfitting in Convolutional Neural Networks?
(Choose two)
Response:
A) Dropout
B) Early stopping
C) Increasing the number of convolutional layers
D) Max pooling
5. P-values in hypothesis testing are used to:
Response:
A) Determine the practical significance of results
B) Estimate the probability of observing the data given the null hypothesis is true
C) Calculate the mean of the data sample
D) Visualize the distribution of data
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A,B | Question # 5 Answer: B |
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