147 karma · joined December 23, 2011
Example taken from here: https://mariusschulz.com/blog/typescript-2-1-async-await-for...
One note though: I think on equation 25 you are missing a log on the left hand side.
Good point, we wouldn't have AlphaZero now if we only relied on biological inspiration. Nature hardly ever performs Monte Carlo Tree Search (though I'm not sure this is entirely true, see slime mold searching for food: https://thumbs.gfycat.com/IdealisticThirdCalf-size_restricte...).
A mouse can't do that either. Yet we are unable to mimic mouse intelligence with any of our current tools.
Was this orders from clients or did you create some SaaS?
They also have a podcast: https://www.youtube.com/channel/UCLtREJY21xRfCuEKvdki1Kw
Note that the current capabilities of AI systems are nowhere near the general capabilities of a chimpanzee. It seems reasonable to assume that the hard task is to come up with the prior of the mammalian brain. The "easy" part is to discover the parameter space on top of that prior, be it chimpanzee or human.
If you pose the question like that with the posteriori knowledge in mind, then yes, these configurations are highly improbable. I think another question that could be asked is: How many generations would it take for some mutations to produce some camouflage effect in some of the millions of existing species? Surely some mutations that produce camouflage effects will happen.
If you get AI wrong you get the end of the world, possibly not just for humans.
Let's say you have a neural network that takes an array of pixels and outputs an array of 10 numbers. This encoding array can be used to reconstruct the image using another neural network.
Now you have a difficult time making sense of what those 10 values represent in your encoding array. By the technique of "disentangling factors of variation" you are able to force your networks to assign specific meaning to a range of indices in your encoding array. I.e.: if you are encoding the image of the car, the first 5 values might represent the body of the car (BMW, Audi, Mercedes have different shapes), and 5 values the rest (pose, lightning, colour).
I might have misunderstood the article but I thought the idea is that after the death of matter in this universe the expansion of space will continue. Quantum fluctuations will continue as well and one of them will be the right size that it will be stretched out by the expanding space and a new universe will be born.