Orthogonality & Least Squares · Medium problem

A lab fits $\text{cost} = a + b\cdot(\text{dosage})$ by least squares to three trial dosages $0,1,2$ giving costs $1,3,8$ (in $k). Predict the cost at dosage $5$.