March 31, 2012
Learned pre-ML stats in a quantitatively-oriented marketing doctoral program decades ago; built proof-of-concept SVM models a dozen years ago, then started learning R and other ML techniques in 2012. Have had just a few opportunities to use ML at work.
All of the above
Data strategy consultant always eager to learn about techniques, tools, and rules of thumb.