But as more and more experiences are built with ML, it's clear that UXers still have a lot to learn about how to make users feel in control of the technology, and not the other way round. In the Google UX community, we've started an effort called "human-centered machine learning" (HCML) to help focus and guide that conversation. Born out of our work with UX and AI teams at Google (and a healthy dose of trial and error), these points will help you put the user first, iterate quickly, and understand the unique opportunities ML creates. When doing user research with early mockups, have participants bring in some of their own data -- e.g. This can result in "conspiracy theories" where people form incorrect or incomplete mental models of a system and run into problems trying to manipulate the outputs according to these imaginary rules.

U.S. Army veteran Richard Neider is able to walk again after suffering a spinal-cord injury in Iraq thanks to a robotic exoskeleton. Neider, who is the first veteran in Phoenix to receive the ReWalk Personal 6.0 Exoskeleton through a Veterans Affairs program, was unable to walk after being injured in an explosion in Iraq and has spent almost ten years in a wheelchair. The battery-powered, motorized device has sensors that detect when he shifts his weight and then tells Neider's other leg to move - creating a walking motion. The light exoskeleton helps to stabilize his knees and hip. 'I can't ever stop smiling when I'm in it,' the former Army sergeant, who saw his May 2005 injury worsen over time, tells AZFamily.

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