It also goes back to our European roots. Clusters of people living in small island villages half a century ago would hav

Chomsky correctly pointed out that ANNs are useful for highly specialised tasks, but these tasks must be sharply constrained (although their scope can appear vast given the memory and speed of modern computers). He compared ANNs to a massive crane working on a high rise building; while certainly impressive, both tools exist in systems with fixed bounds. This line of reasoning is congruent with my observation that all of the deep learning breakthroughs I have witnessed have occurred in very specific domains and we do not appear to be approaching anything like artificial general intelligence (whatever that means). Chomsky also pointed to mounting evidence that ANNs do not accurately model human cognition, which is so comparatively rich that the computational systems involved may even extend to the cellular level.

If Chomsky is right (and for what it’s worth I think he is) what are the implications for deep learning research moving forward? Ultimately there is nothing magical about the human brain. It is simply a physical structure composed of atoms and therefore it is entirely rational to believe that at some point in the future we may be able to create an artificial version that is capable of general intelligence. With that said, current ANNs offer only a simulacrum of this kind of cognition and by Chomsky’s logic, we won’t reach this next frontier without first improving our understanding of how organic neural networks operate.

This was made possible thanks to countless lobbyists, but also news editors and media platforms who failed to do their job — to inform citizens about crucial events that concern them. If this does not happen, the elected officials will not be held accountable for their actions and can get away with basically anything. This is not how a democracy is supposed to work.

Today, eleven months after the European Parliament declared a climate emergency, the very same parliament voted to go ahead with an agricultural policy that — in summary — fuels ecological destruction with almost 400 billion euros. Hundreds of thousands of tweets using #VoteThisCAPdown asking the MEPs to intervene didn’t convince enough MEPs to flip this.

Zillow Surfing Is the Escape We All Need Right Now Scrolling through real estate listings in far-flung destinations is a way to visualize an alternate life, whether…medium.com

Black Twitter has been beside itself all week. Chet Hanks went full Jafaican on Clubhouse and Obama (un)surprisingly denounced “defund the police.” But the uproar started when video footage of a Dallas restaurateur berating customers about twerking in his establishment went public.

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being shy is a lot of people don’t expect much. Doing just one thing that’s unexpected can turn a lot of heads in your direction and serve as a magnet for attracting the right kind of people. You may not always get it right. And at times, you may fall. But so what?

Zillow Surfing Is the Escape We All Need Right Now Scrolling through real estate listings in far-flung destinations is a way to visualize an alternate life, whether…medium.com

My initial reservation with this reading is that if we assume morality is simply a consequence of “Merge” (or something equally primitive), then while this may impose theoretical constraints, my intuition is that our morals may vary so wildly that it is practically impossible to make universal statements. In the past, Chomsky has discussed how moral progress appears to follow certain trends (e.g. acceptance of difference, rejection of oppression etc.) but I struggle to see how these broad trends would emerge consistently from such simple atomic cognitive structures. When I put this to Professor Chomsky, he argued that this view was illusory and that when we don’t understand things, they seem more diverse and complex than they really are. He gave the example of the variance seen in animal body plans since the Cambrian explosion. Merely 60 years ago, the dominant view in biology was that organisms vary so drastically that each must be studied on an individual basis, but we now know that this is completely wrong and that genetic variation between species is fairly slight. Variation in complex acquired systems must be minimal, otherwise we wouldn’t be able to acquire them.

With mortgage rates at historic lows and hordes of mostly urban, stir-crazy Americans desperate for more space, The Great Housing Boom of 2020 has been one of the hottest pandemic-fueled market trends of the year — and that’s good news for Zillow. In fact, an entire digital community of aspirational home buyers, or Zillow surfers, are flocking to popular home buying sites as a form of escapism, reports Taylor Lorenz of the New York Times. “People bond over listings on Discord servers, group chats, and ‘Zillow Twitter,’” she writes, “and their obsession has made many strange and obscure listings go viral.” It sure beats doom scrolling.

Chomsky contends that morality manifests in the brain and is, therefore, by definition, a biological system. All biological systems have variation (natural and due to divergent stimuli) but they also have limits. Consider the human visual system: experiments have shown that it contains some plasticity and is shaped by experience (especially in early childhood). By varying the data provided to the human visual system, you can literally alter the distribution of receptors and thereby change the way that an individual perceives horizontal and vertical lines. What you can not do, however, is turn a human eye into an insect eye, or give somebody the ability to see X-rays. According to Chomsky, biological systems (including morals) can vary quite widely but not infinitely. He goes on to say that even if you believe that our morality is entirely derived from culture, you still need to obtain that culture in the same way that you acquire any system (as a result of innate cognitive structures that are universal).

The practice has become far less prevalent in recent years as more of my relatives have moved to the United States and figured out that options here are far less limited than they were back in the village.

The practice has become far less prevalent in recent years as more of my relatives have moved to the United States and figured out that options here are far less limited than they were back in the village.

8. W. Rock, M. Rosenblat, H. Borochov-Neori, N. Volkova, S. Judeinstein, M. Elias, and M. Aviram. Effects of date (Phoenix dactylifera L., Medjool or Hallawi Variety) consumption by healthy subjects on serum glucose and lipid levels and on serum oxidative status: a pilot study. J. Agric. Food. Chem., 57(17):8010{8017, 2009.

The ethical use of AI is a salient concern for modern data scientists, but at times this domain can feel vague and subjective in an otherwise concrete field. Not only does Chomsky’s work provide a unique technical perspective on the future of deep learning, Universal Grammar also has profound moral implications since language is how we discuss and interpret the world. For example, Chomsky’s view is that the aforementioned innate neural structures preclude moral relativism and that there must exist universal moral constraints. There are many different flavours of moral relativism, but the core tenet is that there can be no objective basis for ethical determinations. Moral relativists assert that while we might believe deeply in statements such as “slavery is immoral”, we have no empirical way of proving this to somebody who disagrees since any proof will necessarily rely on value judgements and our values are ultimately exogenous and determined by culture and experience.