In multiple linear regression, you have one dependent variable (the variable you are trying to predict) and two or more independent variables (the variables used to predict the dependent variable). In multivariate linear regression, you have multiple dependent variables (variables you are trying to predict) and one or more independent variables (variables used to predict the dependent variables).