[rattray]

You're advocating an evolutionary approach, correct? Doesn't such an approach need lots of examples to trial, before it generalizes broadly?

"Big data" is often shorthand for "lots of examples", no?

[bmh100]

The poster is referring to control theory (often seen in ML as reinforcement learning), while also touching on the explore-exploit tradeoff in optimization more generally.