regression coefficients

Regression coefficients are numbers that quantify the relationship between each input (or predictor) variable and the outcome being predicted. They indicate how much the predicted value is expected to change when the predictor variable increases by one unit, assuming all other variables remain constant. For example, a coefficient of 2 for a predictor suggests that a one-unit increase in that predictor leads to a two-unit increase in the outcome. These coefficients help us understand the strength and direction of influence each factor has on the outcome, providing insight into the connections within the data.