Unsupervised learning with unstructured data, why it changes everything
Recently I red an interview with Demis Hassabis from Deepmind , a company that Google acquired. The co-founder mentioned in that interview his main focus, " It’s also called unsupervised learning— you just give it data and it learns by itself what to do with it, what the structure is, what the insights are. We are only interested in that kind of AI. ". The progress that has been made is published in Nature , read The Verge for the non-scientific version. The exciting thing as described in the mentioned articles is that the system does not "know" what a certain Atari game was. It let itself be trained by playing where a high(er) score was a reward. Just as with humans. In that way the system learned itself to play and win most old Atari games. With technology things becoming exciting when they become "general-purpose" , when you can use one system for different tasks and assignments. The PC is the ultimate example but also the smartphone. In software ...