What is an example of a regression task in supervised learning?Select one:a.Predicting the price of a house based on its characteristicsb.Determining whether an email is spam or notc.Grouping customers into different segments based on their spending habitsd.Predicting the stock price for the next day based on historical data
Question
What is an example of a regression task in supervised learning?Select one:a.Predicting the price of a house based on its characteristicsb.Determining whether an email is spam or notc.Grouping customers into different segments based on their spending habitsd.Predicting the stock price for the next day based on historical data
Solution
The correct answer is:
a. Predicting the price of a house based on its characteristics
and
d. Predicting the stock price for the next day based on historical data
These are examples of regression tasks in supervised learning. In both cases, the goal is to predict a continuous output (house price or stock price) based on input features (house characteristics or historical data).
On the other hand, option b is an example of a classification task (spam or not spam are discrete classes), and option c is an example of a clustering task (grouping customers into segments), which is typically an unsupervised learning task.
Similar Questions
What is an example of a classification task in supervised learning?Select one:a.Predicting the price of a house based on its characteristicsb.Determining whether an email is spam or notc.Grouping customers into different segments based on their spending habitsd.Predicting the stock price for the next day based on historical data
Question 2The "Regression" technique in Machine Learning is a group of algorithms that are used for:1 pointPrediction of class/category of a case; for example, a cell is benign or malignant, or a customer will churn or not.Finding items/events that often co-occur; for example grocery items that are usually bought together by a customer.Predicting a continuous value; for example predicting the price of a house based on its characteristics.
What is a supervised learning algorithm?Select one:a.An algorithm that can only perform classification tasksb.An algorithm that can only perform regression tasksc.An algorithm that can learn from unlabeled datad.An algorithm that can learn from labeled data
What is an example of a batch learning algorithm used for regression tasks?Select one:a.Decision treeb.K-nearest neighborsc.Support vector machined.Linear regression
The "Regression" technique in Machine Learning is a group of algorithms that are used for:
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