What is a linear model?
An example of an AI chatbot conversation about linear models in statistics and machine learning.
Can you explain what a linear model is?
A linear model is a mathematical representation that describes the relationship between a dependent variable and one or more independent variables using a linear equation.
What are some examples of linear models?
Common examples include simple linear regression, multiple linear regression, and linear programming.
How do I know if a linear model is appropriate for my data?
You can check for linearity by plotting your data and looking for a straight-line relationship, or by using statistical tests.
What are the limitations of linear models?
Linear models assume a constant relationship and may not capture complex patterns, leading to underfitting.
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