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And that's the challenge with the various tactics that have been used to make implementation smaller: They don't reduce training costs enough. For example, one allows for training a large network but penalizes complexity during training. Another involves training a large network and then "prunes" away unimportant connections. Yet another finds as efficient an architecture as possible by optimizing across many models—something called neural-architecture search. While each of these techniques can offer significant benefits for implementation, the effects on training are muted—certainly not enough to address the concerns we see in our data. And in many cases they make the training costs higher. |
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One up-and-coming technique that could reduce training costs goes by the name meta-learning. The idea is that the system learns on a variety of data and then can be applied in many areas. For example, rather than building separate systems to recognize dogs in images, cats in images, and cars in images, a single system could be trained on all of them and used multiple times. weasels. they need weasels |
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also crabs. but that's a bit of a tangent |
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we need to create better algorithms by setting out the pattern recognition to always compute the same task with a known result, but have them shuffle their algorithms. who reaches the goal fastest will be the new base to find even better algorithms. there has to be absolutely NO cheating though! i guess there hasnt been found a way to do this properly and maybe pattern recognition is still useless for that matter. |
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but, no, the article covers this. and says why it doesn't work. and how deep learning cheats that. and.. nevermind |
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oh well, was worth a try... guess we have to wait for an actual ai and hope it doesnt get hooked up watching tiktok all day instead of doing our calculations. |
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The concept of mental imagery is also of interest. A mental image is defined as a “mental experience which occurs in the absence of stimulation, but which resembles the experience that occurs when a stimulus is actually present” [60]. In the sighted, mental images tend to be strongly visual in nature. It is known, for example, that “sighted subjects tend to visualize objects they examine by touch” [60]. There is, however, “compelling evidence that haptic mental imagery exists in congenitally blind people” [60]. Haptic mental images, however, appear to be different in nature than visual images. It seems, for example, that the early blind “have a greater ability to perceive vividly both the front and back of a palpated object at the same time” [60]. |
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because they have to do that to grab a flower vase on both sides, duh. |
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Come on Dadonck. This insufferable prick wants to talk to you. |
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Sorry, havin a Premiere this Friday, working all day |
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you think just cause epic made a thread for dadonck he needs him to answer back? no! of course not! i mean if you had something to say to someone you'd make the thread write your post and wait right? not epic! |
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7.0? CS4? (good luck) |
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very bad joke |
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even worse joke |
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which joke? |
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i reply to your 'very bad joke' with 'even worse joke' and to answer your question, even worse joke is not joking |
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very bad joke wasn’t joking either |
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also it's not only a very bad joke it's a TERRIBLE FUCKING JOKE |
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even more terrible joke |
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hey dadonck, friend and i are going to the isabella stewart gardener museum tomorrow. |
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i passed that campus many times. drunk, on my way home |
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grimes must have been living there at that time |
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nice! |
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little challenge: find the rembrandt selfie without looking online |
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it proved impossibru, unfortunately. tickets all sold out. museum of science annoying 15m airlocking system because kids kids kids. i would have settled for bryon cavestun's cranz but ah well we had to settle with a dive bar |
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at least we didn't run into |
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