Re:Turi Create simplifies the development of custom machine ...
by m3kw9 on Friday December 08, 2017 @09:42PM
(#15883949)
To me deep learning architecture is what CPU architecture are from yeaterday. Abstraction bring speed and standardizeation over customization, and most people doesn’t need a lot of customizations. So to answer you, yes you will get a lot more tooling in the near future, the only thing stopping it is how fast AI changes. With the speed of progress, if someone discovers a brand new brilliant idea that absolutes they way you train a system, then you could start back at ground zero
Re:Turi Create simplifies the development of custom machine ...
by sgt101 on Saturday December 09, 2017 @05:56AM
(#15885244)
To me the grunt work is getting data and for supervised, getting labelled data. Algorithm implementation and design is fairly straightforward and lots of fun. Of course, getting really good results in a domain is hard work - but again it's the fun bit. Then there are the domains and problems that can't be treated with off the shelf algorithms... well good luck!
Re:Turi Create simplifies the development of custom machine ...
by barbersturgeon on Saturday December 09, 2017 @02:56AM
(#15884790)
Could you elaborate on what you feel is currently grunt work? Do you mean the difficulty in building and debugging complex models or something more abstract?
In the 1990s in college, it was worse, I had to sometimes write some data structures, etc because there wasnt a good standard utilities package.
I'm pretty tired with all the grunt work I need to do these days as a machine learning practitioner. I'd love some abstraction or at least automation of the rote work. Keras is great at some of this, but i'd love a lot more of it.
I'm VERY INTERESTED in hearing everyone's ideas on this, this is a big pain point for me, to the extent that i'm trying to actually build a solution around it.