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Machine Learning

What is regression in machine learning?

Linear regression models a numeric target as a weighted combination of features plus an intercept.

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03 · Practise and check

Try this yourself

Change one target from 9 to 20 and fit again. Describe how the unusual point changes predictions.

Check your understanding

In the original synthetic data, y = 2x + 1, so x = 5 gives 11. Real datasets rarely fit a line perfectly.

A mistake to avoid

Predicting far outside the observed range can be unreliable. Report the range of data used for fitting and examine outliers rather than automatically deleting them.

Before looking at the answer, write a short explanation and one example of your own. Finish by naming one limitation of the method. Use Mark as read when you are ready, or return to the previous lesson if a term is unclear.

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