One thing that we've had to learn through a lot of pain and experience is there is a very human and psychological element that can define the success or failure of a machine learning or AI-type of system,

Last December, Jesse Taylor was worried that the stress of his job and being a stay-at-home dad for his infant son was taking its toll. Taylor, 36, lives in Winnipeg and works as an operations manager for an online business. He felt overwhelmed by his responsibilities and distracted by the sleep deprivation that often comes with caring for a young child. And then his wife suggested that Taylor try one of Thriveport's mental health apps. "She suggested I give it a go to get out of those negative talk tracks I had gotten into from lack of sleep," he says.

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The introduction of two new game systems -- Microsoft's Xbox and Nintendo's GameCube -- fueled a buying frenzy this holiday season. But those are just the consoles. Now, the question is: Who's going to create all the new games? Three dozen people signed up for a new program at the University of Washington, hoping they'll be among the lucky ones. The UW's yearlong, evening Certificate Program in Game Development begins Jan. 10.