Add Lookahead optimiser
#61
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This is simpler than the version in FluxML/Flux.jl#969, as it has no special handling for momentum, or not yet.
It's unusual in that I think it needs to be written as an
update!rule, not anapply!rule.Cc @chengchingwen who wrote the Flux PR.