377 karma · joined April 27, 2018
A secondary issue with business data is that vast majority of the features are categorical, for example: vendor id, client id, shipper id, etc. These usually get hot-one encoded, and you end up with hundreds of features where there's no meaningful distance metric. Random Forest and XGB are about the only that produce somewhat rational models, but in reality, they are good because they approximate reverse engineering of business process.
And lastly, the hype far outweighs the possibilities, at least until the business are ready to re-engineer the processes, if it's not too late.
And this is a before/after blog post by my daughter: https://www.natalietomasik.com/blog/big-bear-condo-before-af...
I'd like to be able to demonstrate and quantify it.
And I've also worked on a completely disjointed and disfunctional remote team.
Only the team can make it work, not any mandate from above.
Clausewitz, on the other hand, definitely qualifies, although it's a much longer read.
Are there any other authors/books in this category?