11. Which machine learning algorithm is commonly used for natural language processing (NLP) tasks like sentiment analysis?
12. What is the primary purpose of a k-nearest neighbors (KNN) algorithm in machine learning?
13. Which machine learning algorithm is used for dimensionality reduction and is particularly useful in image compression?
14. What is the primary goal of a neural network in machine learning?
15. Which machine learning algorithm is commonly used for anomaly detection, such as detecting fraudulent credit card transactions?
16. Which machine learning algorithm is commonly used for image classification tasks and is based on convolutional neural networks (CNNs)?
17. In machine learning, what is the term for the process of dividing a dataset into a training set and a testing set for model evaluation?
18. What is the primary goal of gradient boosting algorithms in machine learning?
19. Which machine learning algorithm is suitable for clustering data points into groups based on similarity?
20. In machine learning, what is the term for the process of transforming categorical data into numerical format for modeling?
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