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I think I found a bug in your docs, though I can't find the right document, where it occurred.
Here params(model) should be ps (where ps = params([W, b])) if I'm not mistaken. (Still learning, might be wrong. Though params(model) yields Params([]), which seems wrong enough.
Also, on the same page is this:

in this section I think is the right moment to talk about VSCode as the preferred Julia IDE. I myself was quite confused, what I am supposed to use.
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