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GIAC Machine Learning Engineer Sample Questions:
1. What is the purpose of a p-value in hypothesis testing?
Response:
A) To test for multicollinearity
B) To calculate the mean of a dataset
C) To measure the correlation between variables
D) To determine the probability of observing the data given that the null hypothesis is true
2. What is the main purpose of the latent space in an autoencoder?
Response:
A) To generate labels for the dataset
B) To serve as a compressed representation of the input data
C) To store weights for model training
D) To classify anomalies directly
3. What is not a typical use case for CNNs in image processing?
Response:
A) Image classification
B) Natural language processing
C) Object detection
D) Facial recognition
4. In CNNs, what is the purpose of pooling layers?
Response:
A) To reduce the spatial size of the representation
B) To directly classify images
C) To increase the depth of the network
D) To increase the network's sensitivity to noise
5. You are tasked with building a classification model to predict whether customers will purchase a product based on their browsing behavior. You decide to use a Random Forest classifier. After training the model, you notice that the training accuracy is very high, but the validation accuracy is much lower.
What might be causing this, and how can you improve the model's generalization?
Response:
A) The training data is too large; reducing the training set size will improve the model's performance
B) The features are not useful; removing all but one feature will reduce overfitting
C) The model is likely overfitting to the training data; applying cross-validation and reducing the number of trees in the forest or using regularization techniques can help improve the generalization to unseen data
D) The model is underfitting the data; increasing the number of features and trees will improve performance
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: C |
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