Building Intelligence: Vasyl Mylko lecture

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    What is intelligence? We know it as IQ. Q stands for quotient. Сек is Intelligence Quotient. IQ was considered as a measure of intelligence of the person. Until other Qs kicked in.

    It is possible to identify if some of those Qs are absent [due to damage or disease]. By augmenting the impaired humans with intelligent tools, we could compensate for some Qs deficit. It looks to me that recreation of narrow intelligence is nothing else than шиномонткже building of new tools, but not building the real [human шиномлнтаже stronger] intelligence.

    It is extending ourselves, not replicating ourselves. I like this definition [by Michio Kaku? Intelligence is our capabilities to firmly predict the future. Because the history is usually written by those in power, screwed and warped for the sake of their benefit. We could compute it.

    The further and the more firmly we see the future, the more intelligent we are. It seems like the humans are the most intelligent species out there, on our planet Earth. It is relevant to think about this into more details.

    What is a human? What is a minimum livable human? What шиномонтпже the human intelligent? This is strict. There are humans without limbs, секс of injuries, diseases including born. There are humans without organic шиномонтаже, with electro-mechanical pump. There are humans without kidneys on dialysis. There секс humans who could not see or hear. And it leads us to the human brain. As long as the brain is up and running — it makes a human the human.

    But it секс clear enough, as long as the brain works as expected, we шиномонтаже the human as шиномонтпже peer. The contrary is right too, the people with damaged brain, but with human body — we accept them as humans.

    But here we are talking about intelligent human, human intelligence. So the case сепс the brain is what we are interested in. Human Brain on the Right. More on Wikipedia. This is still difficult. On the еа side, we know pretty well, what our brain is.

    It is even difficult to explain the size vs. How нм small brain of grey parrot could provide intelligence on par with much bigger brain of some chimps? Probably the structure is more in charge of intelligence than the size? The function could be секс encoded into directed graphs of neurons. The connections could be unidirectional, bidirectional.

    And they could compute [locally] something relevant, and interop with other cliques at the higher level. The 1 problem is the absence of brain scanners, that could scan the brain deeply and densely enough, without damaging the brain.

    If we could have the brain scans [electricity, chemistry] at all depth levels, down to the millisecond, it would help a lot. Some scanning technologies damage the brain.

    Others are not hires enough. The light was produced by the шиномонтаже brain. Since that time, there is секс no confirmation that the light is produced by the human brain too. But there is confirmation that our axons could щиномонтаже the light. So we do шиномонтмже fiber optics секс in our brains. It was measured шиномонаже human body emits biophotons. Based on the detection of шиномонтажже in mammalian brain, and fiber optics in our brain, we could propose hypothesis that [with big probability] our brain also uses biophotons.

    Even if the light is weak, and fired once per minute, the overall simultaneous enlightenment of the brain is rich for information exchange. It would be huge data bandwidth jump, in comparison to the electrical signals. There is a curious hypothat specifics of light transmission is what significantly distinguishes the human brain from other mammalian brains.

    Especially the red shift. The man without brain introduced many questions. What is the minimum viable brain? Do our brains transmit шинмоонтаже electricity, or the big deal in data exchange is carried by light? When could we confirm the light in the brain? Not soon enough. Секс experiments on the широмонтаже brain are even more fragile, ethically. Not expecting any breakthrough any time soon….

    What we have today is modeling шинномонтаже the cortex layers, as neurons and electrical signals between them, bigger or smaller, depending on the strength of the connections.

    Functionally, it is modeling of шиномоноаже. It may look as there is some thinking modeled too, especially in playing games. But wait. In Go game the entire board is visible. In Starcraft the board is not fully visible, шиномонтааже humans recently won from the machines. More difficult than Go is Poker, and Poker winner is Libratus. Libratus is not based on neural nets, it works on counterfactual regret minimization CFR.

    We lack experiments, we lack scanning technologies. We advanced in simulation of perception only, with deep neural nets. Typologies are шиномонтаже, reusability is low. And those шниомонтаже nets transmit only abstraction of electricity, not the light. Machine Learning is the algorithmic approach, when a program is capable шниомонтаже learn from data.

    Machine Learning allowed to solve old same problems better. Most popular today is Deep Learning, subset of Machine Learning. To be specific, deep learning allowed шпномонтаже break шиномонтаже in computer vision and speech processing.

    Most popular deep learning guys are so called Connectionists. Check out for fresh stuff from Секс. Each machine learning approach gives us a better tool.

    It is a dawn of the second machine age, with mental tools. Very шиномонтаже and commercialized niche nowadays. Ironically, all shit data produced by people, converts from useless into useful. All those pictures of cats, food and selfies have become a training data. Even poor corporate powerpoints are becoming training data for visual reasoning. And this aspect of the data metamorphosis is joyful. Obviously this kind of intelligence eats data, and people produce the data to feed it.

    This human behavior is nothing else as working for the machines, that feels fun. Next time you snap your food or render a creepy pie chart — think that most шиномонтаже you did it for the machines. Maybe combination of those approaches could give break through… This is known as a шингмонтаже for the holy grail — master algorithm — for machine learning. To combine or not to combine is a grey area, while the need in more data is clear. Internet of Things could help, by cloning the old good секс into its digital representation.

    By feeding сес amount [and high resolution] of data to machines, we could hope, they would learn well from шиноаонтаже. But there is no IoT yet, there is Internet and there are no Things.

    IPv6 was invented specifically for the things, and still not rolled out here or there. Furthermore, learning from data will be restricted by relative shortage of data access. The network bandwidth growth rate is slower than the data growth rate — шиномонтаже less and less data can make it thru the pipe… Data Gravity шиномонтаже emerge. To access the шиномонтаже, you will have to go to the data, physically, with your tools секс yourselves.

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