GMLE Valid Test Test - GMLE Most Reliable Questions
GMLE Valid Test Test - GMLE Most Reliable Questions
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GIAC Machine Learning Engineer Sample Questions (Q136-Q141):
NEW QUESTION # 136
What is the primary goal of a 'confusion matrix' in classification problems?
Response:
- A. To display the number of features used in the model
- B. To visualize the model's performance by showing true and false predictions
- C. To calculate the loss function of the model
- D. To determine the optimal number of clusters
Answer: B
NEW QUESTION # 137
You are tasked with clustering a large dataset of customer transactions to identify patterns of behavior. You have chosen k-means clustering but are unsure of the optimal number of clusters to use. What steps should you take to determine the optimal number of clusters and ensure high-quality clustering?
Response:
- A. Randomly select the number of clusters and observe the clustering performance
- B. Use the elbow method to plot the within-cluster sum of squares and determine the point where the improvement diminishes, and use the silhouette score to evaluate cluster cohesion
- C. Use hierarchical clustering to identify clusters and apply the same number to k-means
- D. Start with a large number of clusters and manually reduce them over time
Answer: B
NEW QUESTION # 138
In machine learning, what does 'pruning' a decision tree involve?
Response:
- A. Adding more branches to the tree
- B. Increasing the depth of the tree
- C. Splitting the tree into multiple smaller trees
- D. Removing branches to reduce complexity and overfitting
Answer: D
NEW QUESTION # 139
What is the scikit-learn library in Python best used for?
Response:
- A. Machine learning model development
- B. Advanced data visualization
- C. High-performance computing
- D. Large-scale data processing
Answer: A
NEW QUESTION # 140
What is the main purpose of the 'relu' activation function in neural networks?
Response:
- A. To normalize input data
- B. To prevent overfitting
- C. To introduce non-linearity into the model
- D. To speed up the training process
Answer: C
NEW QUESTION # 141
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