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GIAC Machine Learning Engineer Sample Questions:
1. Which of the following best describes linear regression?
Response:
A) A neural network technique
B) A method for classifying data into categories
C) A technique for predicting a continuous target variable based on input features
D) A clustering algorithm
2. How does 'L1 regularization' differ from 'L2 regularization' in machine learning?
Response:
A) L1 is used for regression; L2 is used for classification
B) L1 adds the absolute value of coefficients; L2 adds the square of coefficients
C) L1 is for neural networks; L2 is for decision trees
D) L1 optimizes the learning rate; L2 optimizes the batch size
3. What is 'natural language processing' (NLP) in the context of machine learning?
Response:
A) A technique for training models on time-series data
B) The field that focuses on the interaction between computers and human language
C) The process of converting text data into numerical data
D) A method for improving the accuracy of neural networks
4. What is the primary purpose of clustering in unsupervised machine learning?
Response:
A) To improve the accuracy of supervised learning models
B) To predict future data points based on historical data
C) To reduce the dimensionality of the data
D) To group similar data points without predefined labels
5. What is the scikit-learn library in Python best used for?
Response:
A) High-performance computing
B) Machine learning model development
C) Large-scale data processing
D) Advanced data visualization
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: B |
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