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Well - I admit I'm not following - or it seems that the neural net already has been trained. That is, effectively, a rule set.
Tomaž Štih wrote: Not all instructions are one byte long; you could insert a 2-byte or 3-byte instruction(s) to training samples.
You did say a gigabyte of random data, did you not? One does not insert things into random data, deliberately, and maintain calling it random.
Perhaps you're trying to seed code in a sea of random data in order that the Neural Net will learn how to find it? I could see that as a way to search for messages or embedded code.
But, as I started out - I guess I'm not following your vision.
| Ravings en masse^ |
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| "The difference between genius and stupidity is that genius has its limits." - Albert Einstein | | "If you are searching for perfection in others, then you seek disappointment. If you are seek perfection in yourself, then you will find failure." - Balboos HaGadol Mar 2010 |
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My fault, I am not a native speaker. Perhaps it is better to prepare a small sample and come back later.
Just one last try, simplified case of fictional processor with just four 8 bit registers and only 8 bit instructions that only affect these registers and nothing else.
So...
1. Neural network outputs can be from 0 .. 1. These values are float. This means that a single neural network output can -for example- assume value between 0 and 255 and even 0 and 65535 (if you want to represent values from 0 to 255 as values between 0 and 1 then you use n/255 for value n and 1 for value 255).
2. This means that a single neural network output can represent 8 or 16 bit register. For simplicity let us assume our neural network has only four 8 bit registers: A, B, C, and D. So we have four outputs.
3. Now let us feed neural network with 10 sequential bytes. Since values to feed the net are 0-255 we can use one single input for that (...or 8 inputs, and feed them binary pattern, it is a matter of choice).
Structure of ANN: so let us have 8 inputs, we have 4 outputs and we have (let's invent it right now eight invisible levels, each one 8 inputs.
4. We now produce an emulation software (not a neural network, but a real emulator) for this fictional processor. And we execute these 10 sequential bytes on the emulator. Emulator will interpret instructions and correctly set the four registers after each instruction.
5. Now we have possibility to train our network. We feed it one byte. We then feed the same byte to the emulator too. Emulator provides correct value for each register after instruction. Neural network provides output. We calculate error (as difference between correct value and ANN output) and back-propagate into the network i.e. update weights.
6. Now we feed neural net with 100.000 random instructions (bytes) and we do the same with emulator, back propagating after each byte fed into network. The assumption is that after this training the neural network will actually know how to emulate our fictional processor and will produce correct values in registers (4 outputs) based on input (8 inputs).
T.
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OK, let's simplify AI training*:
0. You have data. You might have an idea what it means to you, but it's really only ones and zeroes.
1. You stream this data into a neural network/backprop routine/whatever, which does something (it doesn't matter what) with the data and gives you output.
2a. If the output is useless (99.99999% of the first very many iterations, if you've got it right), you tell it "That output is not useful" (in a coded manner, of course).
2b. If the output is useful, you tell it "That output is useful"
3. Rinse and repeat.
Eventually, you get quasi-self-written code that does exactly what you want it to do, and actually does better than you could code it, because, as in facial recognition, where you'd need a hundred billion lines of code to deal with every possible detail/angle/lighting effect/mm of hair growth, it can just look at a face and tell you who it is.
* As in training an AI, not training people to use it
I wanna be a eunuchs developer! Pass me a bread knife!
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Mark_Wallace wrote: OK, let's simplify AI training
That's pretty much how genetic algorithms do auto programming. Only they combine useful programs in hope that they'll become even more useful.
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Tomaž Štih wrote: Only they combine useful programs in hope that they'll become even more useful.
Ha!
Not twenty years ago, they didn't, and nor do they have to now.
(Some of us old buggers have been in the game a while, you know)
I wanna be a eunuchs developer! Pass me a bread knife!
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That won't work. It's like yelling random words from the dictionary at a baby and expecting it learn English! It'll all end in tears!
- I would love to change the world, but they won’t give me the source code.
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I have seen a lot of parents do just that and it actually seems to work!
... such stuff as dreams are made on
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Nowadays you see lot of people walking around staring at their phone screen as if their life depends on it. My wife suggested we should sneak up to them and scream loudly "pikachu..." and then pretend as if nothing happened.
Zen and the art of software maintenance : rm -rf *
Maths is like love : a simple idea but it can get complicated.
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Why would you "peek at them"? 
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Maybe he wants to pick at them - with an ice pick! 
Anything that is unrelated to elephants is irrelephant
Anonymous
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The problem with quotes on the internet is that you can never tell if they're genuine
Winston Churchill, 1944
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I'd just like a chance to prove that money can't make me happy.
Me, all the time
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Or maybe he wants to pike them. Virang the Impaler does have a nice ring to it 
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You really like that entry, don't you 
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I don't invent words often!
Bad command or file name. Bad, bad command! Sit! Stay! Staaaay...
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Why not take it to the logical (and sincerely deserved) next level. Up your game.
If you or a friend have a canine companion or feline friend, cast some of their dropping abundantly before the phone-zombie. Not as startling as your plan but most definitely more persistent a reminder of the risks they've been taking (and lost).
| Ravings en masse^ |
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| "The difference between genius and stupidity is that genius has its limits." - Albert Einstein | | "If you are searching for perfection in others, then you seek disappointment. If you are seek perfection in yourself, then you will find failure." - Balboos HaGadol Mar 2010 |
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From an email from my aunt: This morning, when I turned on the computer it did over an hour's worth of updates - things looks different and I am trying to figure out how to hide this annoying Ask Me Anything Cortana thing at the left bottom screen. Right now, the Olympic medal count just popped up at the left as well. I'll have to ask Mr. Cortana how to make that (and him) go away.
Wow, Microsoft is pushing medal counts onto the desktop? How pathetic.
Marc
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Feels a bit like "The Return of Clippy", right?
Anything that is unrelated to elephants is irrelephant
Anonymous
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The problem with quotes on the internet is that you can never tell if they're genuine
Winston Churchill, 1944
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I'd just like a chance to prove that money can't make me happy.
Me, all the time
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Johnny J. wrote: Feels a bit like "The Return of Clippy", right?
Clippy was at least cute, for a few minutes.
Marc
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Olympic medals? Only until the British royals do something mundane and that gets featured on the front page of all UK newspapers.
| Ravings en masse^ |
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| "The difference between genius and stupidity is that genius has its limits." - Albert Einstein | | "If you are searching for perfection in others, then you seek disappointment. If you are seek perfection in yourself, then you will find failure." - Balboos HaGadol Mar 2010 |
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What's the problem?
Some moron at ms is into the olympics, so you have to be into the olympics. How dare you not be!
Just like some moron at ms is into baby blocks, and another into ribbons, another into a cr@ppy VocReg (that really is cr@p, compared to apple's), etc.
You don't own your property, any more. They've decided that their OS is "a service", which to them means that any machine it's run on belongs to them, as far as they're concerned.
Why anyone who knows anything about computers updated to winio, I simply do not understand.
I wanna be a eunuchs developer! Pass me a bread knife!
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According to my keys list I have claimed 1024 of 2 keys...and then it shows me 1024 of the same key.
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Sounds about right to me.
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Hurry, export them as XML!
The sh*t I complain about
It's like there ain't a cloud in the sky and it's raining out - Eminem
~! Firewall !~
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Well, it's good for us that you didn't claim 1025, or you'd have had to post this on Stack Overflow, not here.
I wanna be a eunuchs developer! Pass me a bread knife!
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