Optimizer documentation style

[ChrisRackauckas]

I'm not sure we have the optimizer documentation style down quite yet. It has all of the right elements, but I think it's quite busy. So let's discuss this a bit. Currently we have:

• Flux.Optimise.ADAM: ADAM optimizer

  • solve(problem, ADAM(η, β::Tuple))
  • η is the learning rate
  • β::Tuple is the decay of momentums
  • defaults to: η = 0.001, β::Tuple = (0.9, 0.999)

My suggestion is to cut this down a bit, i.e.

• Flux.Optimise.ADAM(η=0.001, β=(0.9, 0.999)): The ADAM method
  • η is the learning rate
  • β::Tuple` is the decay of momentums

thoughts?

[mkg33]

Good idea, I'm now changing those parts.