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Here's a very useful blog that deals exactly with this topic, http://www.computervisionblog.com/2016/01/why-slam-matters-f...

I'd advise others on this thread, who tend to dismiss the difficulty of vision, to realize that techniques in ML and Deep-learning are very problem specific and not the holy grail of AGI they're made out to be.



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