Hi, I think there is an error in the diagram shown in the 7th video (" Optimization using gradients - Analytical method").
I think the orange square should touch the line at its value at x=2 (and be bigger).
The same applies to the video “Optimization using Gradient Descent - Least squares with multiple observations”. The orange one looks a bit lost, with the point somewhere “inside” an edge…