a technique to improve convergence rate

So I saw this technique which is explained as an improvement for gradient descent algorithm, which is based on coordinate transformation:

What I don't understand is why in the second slide multiplying by P from the left changing the $$\theta^\_$$ into $$\theta$$

It is taken from here, 01:05:00: lecture 4