Advice on dimensionality reduction?

I would appreciate it if you could clarify a small bit, and that is what does If your rows are independent observations precisely mean? I understand the theoretical importance of independence, but what does this mean practically for PyMC3?

For my time series problem, all of my data are highly auto-correlated, yet non-trivial, because many of them are simply rolling-variables. Would they not be independent?