A primer on filtering

Here, I discuss the core of the filtering idea in a relatively simple language. I will not introduce particle filters here but at the end you should have a really solid idea about what they are aiming at. In the following, I assume some familiarity with probability densities and fundamental rules (e.g. marginalisation or conditional independence or difference between a random variable and its realisation).