nets

Without a strong common culture that solves the prisoners dilemma of social safety-nets, they will collapse.

Or start hanging nets above roads and sidewalks to catch things dropping from the sky.

Certainly the average citizen must have at least some forms of state provided protection from the rich and powerful and poverty safety nets.

If you want social safety nets, you need a homogeneous culture that stresses (irrationally) not taking advantage of them, thereby making them sustainable.

They do their best to interfere with their fishing practices, following them around and pulling up their illegal nets, and sending their location to Interpol.

The Sea Shepherds were cutting their illegal nets and taking their buoys, and were reporting them to the local authorities whenever they approached a harbor.

Once you get that you should move to more mature implementations, like Theano or Torch to get the full potential of neutral nets without worrying about implementation.

Not only does planet Earth train trillions of neural nets in parallel, but it's running a very elegant evolutionary algorithm for hyperparameter selection among all possible units.

The neural nets output a probability for each move ( that an expert would make that move ) - all positions are evauluated in a single forward pass.

Each country's preferrence nets them more land.

Machine learning could refer to linear regression, SVM, hidden markov models, dimensionality reduction, neural nets, or any number of other loosely related methods.

I'm not too familiar with how neural nets work, but it seems like they require more creator input than other methods, which could be good or bad I suppose.

Basically there is a whole other component of "intelligence" that feels absent from neural nets, which is why visions of AI lording over humanity don't exactly keep me up at night.

Jason Weston (Facebook) etc's work on Memory Nets[1] Anything to do with transfer learning (the 2013 Zero-Shot Learning Through Cross-Modal Transfer [2] paper is a good place to start) The increasing amount of demos around using NNs to generate "things" that look kinda-almost "intelligent".