Hi,
Great post. A little typo I found was in the covariance equation (copy pasted when you copy-pasted the equation), there's an extra bracket at the end.
I loved the sentiment at the end:
A Gaussian Process might be useful for you. But please don't assume that it is sophisticated just because the language around it often is, or that its results are automatically true just because they have error bars.