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Tesla’s direct-to-consumer model is leaving many drivers in frustration. Don Hall, CEO of the Virginia Automobile Dealers Association, breaks down why the franchise system still protects the customer. "The truth of the matter is this: we live in your communities, we're part of your communities, we've been around for...

1,067,922 просмотров • 1 год назад •via X (Twitter)

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Geoffrey Hinton says a big language model runs on about 1% of your brain's connections and still ends up knowing more than you: "So in your brain, you have a hundred trillion connections, roughly speaking. Okay. That's a lot. And you only live for about two billion seconds. That's not much." "If you compare how many seconds you live for, with how many connections you've got, you have a whole lot more connections than experiences." "Now with these neural nets, it's sort of the other way round. They only have of the order of a trillion connections. So like 1% of your connections, even in a big language model, many of them fewer, but they get thousands of times more experience than you." "So the big language models are solving the problem with not many connections, only a trillion. How do I make use of a huge amount of experience?" "And back propagation is really, really good at packing huge amounts of knowledge into not many connections." "But that's not the problem we're solving. We've got huge numbers of connections, not much experience. We need to sort of extract the most we can from each experience." Two to three billion seconds is the whole budget. Everything you know, you learned inside it. So evolution built you to squeeze a lot out of very little. Hinton's point is that a language model has the opposite problem and the opposite fix, and backprop turned out to be extremely good at that fix. Worth noticing what this predicts about failure. A system running on 1% of your wiring and thousands of times your experience is not going to fail the way you do. You fail from having seen too few examples. It fails from compressing too many into too little, and the compression is where the errors get made. That is a strange thing to be deploying into hospitals and courts with no way to inspect it. We test these systems by asking them questions, which tells you what came out. Nobody can yet look at a trillion connections and say what got packed in. - Geoffrey Hinton, Nobel laureate and Turing Award winner, on StarTalk (StarTalk) with Neil deGrasse Tyson.

Karl Mehta

658,987 просмотров • 28 дней назад

In 1977, Ashtar (leader of Sirius and Sirians within Galactic Federation) interrupted a British television broadcast with a warning that we "have a short time to learn to live together in peace" so that we can share in the "Great Awakening of the New Age of Aquarius." Peace is an individual choice. Humans are being morally tested to determine who ascends to become a galactic civilization. Not everyone will ascend. "Only those who learn to live in peace will pass to the higher realms of spiritual evolution." Galactic Federation are the angels of light walking among us and assisting us unseen. They continually send teachers to remind us that this is our planet, and we're the ones in control of our outcomes. ------- ASHTAR COMMAND - "For many years you have seen us as lights in the skies. We speak to you now in peace and wisdom as we have done to your brothers and sisters all over this, your planet Earth. We come to warn you of the destiny of your race and your world so that you may communicate to your fellow beings the course you must take to avoid the disaster which threatens your world, and the beings on our worlds around you. This is in order that you may share in the great awakening, as the planet passes into the New Age of Aquarius. The New Age can be a time of great peace and evolution for your race, but only if your rulers are made aware of the evil forces that can overshadow their judgments. Be still now and listen, for your chance may not come again. All your weapons of evil must be removed. The time for conflict is now past and the race of which you are a part may proceed to the higher stages of its evolution if you show yourselves worthy to do this. You have but a short time to learn to live together in peace and goodwill. Small groups all over the planet are learning this and exist to pass on the light of the dawning New Age to you all. You are free to accept or reject their teachings, but only those who learn to live in peace will pass to the higher realms of spiritual evolution. You must learn to be sensitive to the voice within that can tell you what is truth, and what is confusion, chaos and untruth. Learn to listen to the voice of truth which is within you, and you will lead yourselves onto the path of evolution. This is our message to our dear friends. We have watched you growing for many years as you too have watched our lights in your skies. You know now that we are here, and that there are more beings on and around your Earth than your scientists admit. We are deeply concerned about you and your path towards the light and will do all we can to help you. Have no fear, seek only to know yourselves, and live in harmony with the ways of your planet Earth. We here at the Ashtar Galactic Command thank you for your attention. We are now leaving the planes of your existence. May you be blessed by the supreme love and truth of the cosmos."

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David Friedberg Breaks Down Zohran Mamdani's Win in NYC: The College Debt Crisis Has Led Young People to Socialism "It's really a revolution against the system that brought them to this moment." "Because the promise that we gave in America, the American Dream, was if you go to college, you will graduate, you will have income, you will have stability, you'll be able to buy a home." "And what we did is we increased the government's role in making that dream possible, and in doing so, we created effectively a system where we gave unrestricted access to capital, which inflated the cost of education." " People could go to school like Zohran and major in African studies and graduate with $200-300K of debt and then never get a job. The guy has not had a real job. And this is the truth for 32 million young Americans." " They all have what is called negative capital. They have debt and they will never be able to get out of that cycle." "So where do you turn in that moment? You don't go turn to corporations to solve your problems. You don't go turn to your friends and your siblings and your family, they're not gonna bail you out." "You turn to the voting booth, and you hear a guy like Zohran show up and say, 'There can be a better path forward.' The better path forward is the government can and should do more to help." "And in doing more to help, we will increase government, we will tax the rich, we will tax the corporations. We will take all of that capital and we will redistribute it in the form of services and checks and support for all of the people that find themselves unable to take care of themselves." "And this becomes a tipping point when the majority of the voter base ends up in that situation where they're that deeply in need, where they have negative capital." "And that is the situation America finds itself in today."

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470,899 просмотров • 1 год назад