While I do like the ease of deployment for MKL binaries, I told my students "do it from scratch and learn sysadmin skills as well".
As a data scientist, admin/dev skills are a huge plus.
As a data scientist, admin/dev skills are a huge plus.
When I install the scientific python stack on a new machine, I almost always just use Anaconda. I already know how to install the stack (I'll always value the weekend I spent in undergrad fighting with a customized BLAS in R!), but sometimes I have more pressing/fun things to do.