today I’d still recommend the trusted laptop build approach for truly sensitive algorithms and computations. You are utterly wrong. Algorithms and computations

today I’d still recommend the trusted laptop build approach for truly sensitive algorithms and computations. You are utterly wrong. Algorithms and computations (especially ML kind) are never sensitive, its the data which is always sensitive. And that ALREADY exists on the cluster. If an Organization already has a Hadoop cluster containing data. You are suggesting that somehow having it downloaded to a secured laptop is better? Than say Spark running on top of the cluster? I think you are deeply mistaken. The cluster instances are already protected (if not you have a bigger problems). Also while an organization might not have Hadoop, they surely have an RDBMS, in which case the algorithms are even more useful.