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GIAC Machine Learning Engineer Sample Questions:

1. Which statistics are commonly used to summarize a dataset?
(Choose two)
Response:

A) Confusion matrix
B) Mean
C) Median
D) P-value

2. What is a common use of CNNs in image processing?
Response:

A) Sequence prediction
B) Data storage optimization
C) Feature extraction
D) Audio signal processing

3. In machine learning, what is a 'Support Vector Machine' (SVM) primarily used for?
Response:

A) Time-series forecasting and sequence prediction
B) Dimensionality reduction and feature extraction
C) Clustering and grouping similar data points
D) Classification and regression tasks

4. You are building a deep neural network model for image classification, but after training for several epochs, you notice the model is overfitting, with significantly better performance on the training data than the validation data.
What strategies should you apply to reduce overfitting and improve the model's generalization?
Response:

A) Apply dropout, reduce the number of neurons in each layer, and consider early stopping to prevent overfitting
B) Reduce the batch size and learning rate
C) Increase the number of hidden layers and train the model for more epochs
D) Disable regularization techniques and focus on increasing the dataset size

5. Which techniques can help prevent overfitting in Convolutional Neural Networks?
(Choose two)
Response:

A) Dropout
B) Early stopping
C) Max pooling
D) Increasing the number of convolutional layers

Solutions: