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typically when linear regression is performed we have some data points and we want to draw the line of best fit through these data points but in this video were going to have some data points in a circular pattern and we want to draw the circle of best fit through these data points along with finding the center and the radius of the circle looks more like an oval that its fine okay but before we get started with that lets um undergo typical linear regression so lets say we have two points this point and this point with the coordinates being x1 y1 and x2 and y2 okay well we want to find the line of best fit through these two points but we have two equations and two unknowns so this will be our first equation and our second equation and we dont know our slope m or our y intercept b but we do know where x x1 and y1 values so we have two equations in two unknowns allowing us to find the line of best fit through these two points this could be rewritten in mat