40 Algorithms Every Programmer Should Know

Example

The relationship between features and labels in regression problems is seldom perfectly linear. But it may be linear within our usual operating range. Approximating the relationship as linear greatly simplifies the algorithm and is extensively used. But this also introduces some approximations affecting the accuracy of the algorithm. The trade-off between approximations and accuracy should be carefully studied and the right balance suitable for the stakeholders should be chosen.