Regression coefficients are numerical values that represent the relationship between a dependent variable and one or more independent variables in a regression model. They indicate the direction and strength of the relationship, with each coefficient showing the expected change in the dependent variable for a one-unit change in the corresponding independent variable, holding all other variables constant.