Seyyed led a discussion on the weighted least square algorithm
Weighted least squares algorithm is a modified least square algorithm that has another vector which adds more weight to certain data points. For example, weighted least squares can have the last 30 inputs have more an impact on the algorithm than the previous input.
Implemented weighted least squares algorithm for an example dataset