various stylistic changes

[cxrodgers]

I just made some changes that I think improve readability. Feel free to take whatever suggestions you like (if any) and discard the rest.

One typo though: you have "Here are is a comparison" at one point.

[cxrodgers]

Also, I wasn't sure what "easy to interpret due to their point-wise non-linearities" means. It seems a bit jargony. Does it just mean that the predictors are combined linearly before going through a single nonlinearity at the output? I might recommend phrasing it that way (if that's actually true). I didn't feel comfortable changing that part since I wasn't sure I understood it.

[codecov-io]

Codecov Report

Merging #1 into paper will not change coverage.
The diff coverage is n/a.

@@           Coverage Diff           @@
##            paper       #1   +/-   ##
=======================================
  Coverage   75.66%   75.66%           
=======================================
  Files           4        4           
  Lines         678      678           
  Branches      149      149           
=======================================
  Hits          513      513           
  Misses        128      128           
  Partials       37       37

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[jasmainak]

Thanks @cxrodgers !

[jasmainak]

It seems a bit jargony. Does it just mean that the predictors are combined linearly before going through a single nonlinearity at the output?

@pavanramkumar perhaps you can do a pass over this part? I basically cut-pasted what was in the README already