Okay, seems I confirmed the info from @takeowl with the bokeh developers. 
Right now bokeh will only let you nbconvert to HTML. You cannot export to 
pdf or latex yet, since there is not ability to export bokeh images to 
svg/png. BUT, the good news is that apparently in the next release of 
Bokeh, v. 12.6, this svg/png feature will become available. The new version 
of bokeh should come out in 2 weeks or so.

This is an excerpt from Gitter, 

Krishna Bhogaonker @00krishna 09:39 5/24/2017
Say, am I able to export bokeh plots with nbconvert? Considering that bokeh 
plots are kept as html and not png, I was not sure that this is possible. 
Are there workarounds for this?
Looks like this is not possible as of at least 2015 or 2016. If that is the 
case, then perhaps this needs to be more prominently indicated in the 
readme or something.
Otherwise, people will engage in substantial development only to find out 
that they cannot export.

Bryan Van de Ven @bryevdv 09:46 5/24/2017
nbconvert to plain HTML has always been possible, and still is (I just 
tested it earlier today, in fact)
there are issues with Reveal.js but nothing apart from that
PNG/SVG export is coming in the next release
otherwise if you think there should be changes to docs, a PR is the best 
suggestion

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