I would like to point out that AGI is incredibly abstract and entirely theoretical right now (and philosophical, depending on the researcher, e.g. Bostrom). Deep learning is very engineering driven and very much focused on working systems that produce real world results. Even though there is some work being done on theory, it is very shaky.
As such, as far as deep learning is concerned there is no stack for AGI yet, because a lofty goal that is so far away from what is currently possible.
I was hoping that someone out there knew something I didn't on this, because that was the conclusion I came to in my research, that nobody even has a conceptual stack.
That said, I think OpenCOG has the closest to something of a larger conceptual stack in mind based on the atom-space approach. I think the folks over at Deep Mind might have some thoughts, and perhaps the numenta people as well.
Their system is I think an AGI as in artificial general intelligence system though not at human levels yet (apart from playing Breakout and Space Invaders). Here's Demis Hassabis talking about it https://www.youtube.com/watch?v=0X-NdPtFKq0&feature=youtu.be...
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I would like to point out that AGI is incredibly abstract and entirely theoretical right now (and philosophical, depending on the researcher, e.g. Bostrom). Deep learning is very engineering driven and very much focused on working systems that produce real world results. Even though there is some work being done on theory, it is very shaky.
As such, as far as deep learning is concerned there is no stack for AGI yet, because a lofty goal that is so far away from what is currently possible.
I was hoping that someone out there knew something I didn't on this, because that was the conclusion I came to in my research, that nobody even has a conceptual stack.
That said, I think OpenCOG has the closest to something of a larger conceptual stack in mind based on the atom-space approach. I think the folks over at Deep Mind might have some thoughts, and perhaps the numenta people as well.
I only take a hobby interest in this stuff but one approach is the one DeepMind has taken to learning video games described a bit here: http://webcache.googleusercontent.com/search?q=cache:http://...
Their system is I think an AGI as in artificial general intelligence system though not at human levels yet (apart from playing Breakout and Space Invaders). Here's Demis Hassabis talking about it https://www.youtube.com/watch?v=0X-NdPtFKq0&feature=youtu.be...
Stack is their Torch machine learning library partly https://en.wikipedia.org/wiki/Torch_(machine_learning)