GMLE ONLINE TEXTBOOK

GMLE Online Textbook

GMLE Online Textbook

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GIAC Machine Learning Engineer Sample Questions (Q44-Q49):

NEW QUESTION # 44
Which of the following are key characteristics of genetic algorithms used in neural network optimization?
(Choose two)
Response:

  • A. Random initialization of weights
  • B. Evolution through mutation and crossover
  • C. Manual selection of hyperparameters
  • D. Fitness evaluation based on a predefined objective

Answer: B,D


NEW QUESTION # 45
In machine learning, what does 'pruning' a decision tree involve?
Response:

  • A. Increasing the depth of the tree
  • B. Removing branches to reduce complexity and overfitting
  • C. Splitting the tree into multiple smaller trees
  • D. Adding more branches to the tree

Answer: B


NEW QUESTION # 46
Which techniques can be used to improve the performance of a linear regression model?
(Choose two)
Response:

  • A. Adding regularization, such as L1 (Lasso) or L2 (Ridge)
  • B. Including interaction terms between variables
  • C. Reducing the dataset size
  • D. Increasing the number of decision trees

Answer: A,B


NEW QUESTION # 47
In machine learning, what does 'ensemble learning' refer to?
Response:

  • A. Reducing the dimensionality of the input data
  • B. Combining multiple learning algorithms to improve performance
  • C. Implementing deep learning models
  • D. Using a single algorithm to train models

Answer: B


NEW QUESTION # 48
Which of the following are important considerations when acquiring data from SQL databases?
(Choose two)
Response:

  • A. Ensuring data integrity by maintaining relationships between tables
  • B. Ignoring null values to prevent any potential issues
  • C. Using raw, unvalidated data for better model accuracy
  • D. Optimizing queries to handle large datasets efficiently

Answer: A,D


NEW QUESTION # 49
......

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