Data Science, Statistics, Machine Learning, Computer Vision, Probability.
thing is that (by using expectation properties as we discussed) covariance can be represented as another form like in the 2nd half of the equations, but if random variables X and Y are independent, covariance is 0. Now let me visualize covariance so that you can get a better idea of what this is