I am working on predicting BMI against weight, using linear regression.
The scatter plot of the data can be found below.
As you can see in the plot, there seems to be low (or no) correlation between the two variables and thus I have doubts whether I'm using the right method. Is it necessary to have correlated data in order to use linear regression? Would you advice me to try other methods or adding features?