Simple Linear Regression: ... In contrast, underfitting occurs when the ML model is not complicated enough and is unable to find relationships and patterns in the data.

Linear Regression: This is one of the most useful and simplest ways to create a soft sensor. ... Underfitting the data also can occur. In that case, the algorithm is not trained long enough, and ...