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I’m hoping you now have a much better knowledge of coverage analysis and, far more specifically, newer and more effective formulas within the support understanding, such gradient temporal difference learning. In addition, I’m hoping you attained certain insight into the brand new mathematics that basically goes on behind the new algorithm and now have much more intuition in respect in order to how they is actually derived. Now, this might research difficult should this be new to you, however it’s nothing love! Actually, this is simply a straightforward stochastic gradient origin! In the example of linear approximators, we observe that the brand new gradient decreases in order to ϕ(k), that renders everything sweet and simple.
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