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Updated: Jun 17, 2026
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1. In the context of model building, what is the purpose of hyperparameter tuning?
A) Visualizing data
B) Optimizing the model's hyperparameters for better performance
C) Training the model
D) Selecting the most important features
2. Which type of model is typically used for time-series forecasting?
A) Logistic Regression
B) K-Means Clustering
C) AutoRegressive Integrated Moving Average (ARIMA)
D) Decision Trees
3. What is the purpose of hyperparameter tuning in a machine learning pipeline?
A) To optimize the model's hyperparameters for better performance
B) To train the model
C) To evaluate the model's predictions
D) To select the most important features
4. In a machine learning pipeline, what is the purpose of cross-validation?
A) To split the dataset into training and testing sets
B) To visualize the data distribution
C) To train multiple models on different subsets of the data to assess generalization
D) To evaluate the model's performance on new data
5. Which feature extraction method can take both interval variables and class variables as inputs?
A) Robust PCA
B) Autoencoder
C) Principal component analysis
D) Singular value decomposition
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: B |
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