Mathematically and syntactically, multiple linear regression models are a natural extension of the simpler ... It is essential to understand how to interpret coefficients. Machine learning involves ...

Some models, such as linear regression, are easily interpretable, but inflexible, in that they don't capture many real-world relationships accurately. Other models, such as neural networks, are quite ...