Improve broadcasting via `FastBroadcast,jl`

[avik-pal]

FastBroadcast is really good on CPUs (on GPUs it doesn't really matter a lot). We should migrate to use that in the case where it can give speedups like __apply_activation.

Need to figure out a way for AD packages to play nice with it though because scalar --> scalar we would want to use forward mode ad.