Out of the box this thing is going to be able to map rooms and do navigation (stock ROS features).
You can find some cool videos of this stuff on YouTube; they don't really need to release any new software.
I know a bunch of people who are into ROS and this is basically the hardware they've all converged on, except they slapped a laptop on the pedestal.
Not really sure about the deep learning bit though; I guess that's the part you have to add... to be fair, it's basically a bit of marketing. This is not a game changer by any means but it's nice hardware.
Looking forward to being able to add a cheap lidar like sweep to these daleks.
[I have an iRobot create base with a Kinect and Intel NUC frankensteined on top; this is the 2016 version of that]
you actually can get an (90%) autonomous robot off the shelf, if you just want a differential-drive base with a lidar or kinect sensor. Most of the work is done for you in the ROS modules, it's just a matter of knowing which ones to use, installing them and getting them to communicate over the correct channels.