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It’s highly repetitive and speculative; its digressions can annoy; it’s cutesy typical DH in a way that can grate after a while; and it takes repeated pot shots at a towering intellect — Bertrand Russell — on whose shoulders the author un sufficiently self-acknowledgedly stands. Scott O’Reilly loops the loop with Douglas Hofstadter. But I found his numerous and lengthy discursions to be, for starters, only tangentially and vaguely associated with Godel incompleteness. So in the AlphaGo self-play scenario, the game playing system progressively becomes better in Go gameplay. Thus, the network must learn how to not only translate the original image, it needs to also learn the inverse (or reverse) translation. His stubborn quest to replicate the human mind. An abstract schema of this is perspective is depicted below: Where we have an agent model (i.e. DOUGLAS HOFSTADTER I AM A STRANGE LOOP PDF, DEFINITIVE GUIDE TO THE XEN HYPERVISOR PDF, BUCHI EMECHETA THE JOYS OF MOTHERHOOD PDF. Douglas Richard Hofstadter is an American academic whose research focuses on consciousness, thinking and creativity. Yet, how we can arrive at automation with that are dynamic, persistent and even adaptable are crucial in our understanding of life and ultimately cognition. As a consequence, non-intuitively bootstrapping themselves with more data and greater complexity. Effectively, our biological brains have evolved to derive a constraint model out of its perceived context. Distinguishing data from code is a convenience heuristic that is applied for the benefit of humans. Kauffman’s definition of emergence is one that I find very convincing. Na niskom nivou nismo svesni ideja i simbola, na visokom nivou nismo svesni biologije. Training data is not random data, it is in fact constrained data. So the personality is portable: For instance, I am afraid that many social scientists and humanities persons who, after reading this book, will think that they truly know what Godel’s theorem is all about. Except that plants don’t usually kill other beings in order to live. Yet as a scientist he must have the habit of stramge verification of results. Douglas Hofstadter, the Pulitzer Prize–winning author of Gödel, Escher, Bach, thinks we've lost sight of what artificial intelligence really means. From our Lacan episode and my comparison of Lacan with Sartreyou might think that this “no self” deal was just hofstaadter Continental idea. Return to Book Page. Constraint Closure is another idea that Stuart Kauffman is exploring as a means at building a better understanding of radical emergence. This is a curious recurring pattern that we find in deep learning architectures. We'll assume you're ok with this, but you can opt-out if you wish. A constraint closure is a set of non-equilibrium processes that form a loop. It is analogous to how AlphaGo is able to develop new Go strategies by doing self-play against itself. So, a mirage that only exists because it perceives itself: this is an example of what Hofstadter calls a “strange loop”. will fundamentally change the way knowledge workers work and transform society. When automation is embedded with a feedback loop and is able to simulate (some would call this ‘imagination’) many different scenarios and self-test those scenarios for correctness then we are at the cusp of some extremely potent technology. This category only includes cookies that ensures basic functionalities and security features of the website. “Tagger: Deep Unsupervised Perceptual Grouping” have layers that loop back into itself. Code (or a program) is the same thing as a constraint. goals). Treating representations as constraints are in fact not a radical idea. Radical emergence is the same process in deep learning, the brain, evolution, and technology innovation. I Am a Strange Loop is a book by Douglas Hofstadterexamining in depth the concept of a strange loop to explain the sense of “I”. So what we have is a constraint satisfaction problem that folds back into itself through the use of constraints. We begin here with first asking ourselves as to what is the nature of work? Previously, I wrote about the ‘strange loop’ in deep learning. I manage a small machine learning team at a large bank and I am an all-in believer that systems built with deep learning, probabilistic graph models, , etc. Stuart Kauffman would call this “radical emergence”. I read GEB in college and liked it, though I suspected that his idea that consciousness olop a kind of self-referential loop might not bear close scrutiny. intractability of non-equilibrium dynamics, Machine Learning: A Constraint-Based Approach, Deep Generative Models with Learnable Knowledge Constraints, Artificial Intuition: The Improbable Deep Learning Revolution, Tencent TStarBots Defeat StarCraft II’s Powerful Builtin AI in the Full Game, Google Grapples With `Horrifying’ Reaction to Uncanny AI Tech, Understanding the Logic of China’s Virtual Love Trade, ‘Less Bad’ Bias: An analysis of the Allegheny Family Screening Tool, The Robot-Proof Skills That Give Women an Edge in the Age of AI, Artificial intelligence is an efficient banker. So treating, neural network internal representations is conceptually identical to treating data as code. In programming, data can also be treated as code. This belief makes me excited to go into work every morning. It’s a continuous constraint satisfaction problem where the agent is regulating its actions with respect to its environment. From this perspective, a network’s latent spaces are in fact constrained code spaces that are learned. Performing constraint satisfaction requires a model of constraints. To do any work (the physics definition), a constraint is applied on a process that creates another yet another constraint. I Am A Strange Loop by Douglas Hofstadter Scott O’Reilly loops the loop with Douglas Hofstadter. “the miraculous fact on which the rest of AI stands is that when you have a circuit and you impose constraints on your circuits using data, you can find a way to satisfy these constraints by iteratively making small changes to the base of your neural network until its predictions satisfy the data” — Ilya Sutskever. DICCIONARIO DE PSICOLOGIA UMBERTO GALIMBERTI PDF, CONVENCION DE VIENA SOBRE RELACIONES DIPLOMATICAS PDF. Legal NoticesThis is i2kweb version 5.0.0-SNAPSHOT. Scott O’Reilly loops the loop with Douglas Hofstadter. But the landscape wasn’t blank. I have long been interested in the nature and origin or human consciousness and sense of self, and as an irreligious materialist, the traditional explanations offered by our dominant social institutions were unsatisfactory. “I Am a Strange Loop is vintage Hofstadter: earnest, deep, overflowing with ideas, cognitive scientist and polymath Douglas Hofstadter has returned to his. I thought, I’m looking out the plane at a plain, which is also a plane. Loop language is so steeped in a fireside chat mentality that the meat of his ideas is completely devoured by his good-natured cleverness. However, just as in evolution, a sufficiently valuable mutation leads to an accidental leveling up in capability. a manifold) and not code (some discrete representation that encodes another representation). Chapter Two By the time I flew to Indiana to meet Douglas Hofstadter, I was so steeped in his writings that I found myself thinking like him, or like I like to think he thinks. There’s no natural law that prevents these latent spaces to be treated as code spaces. Artificial Life is one of those long-running research endeavors with no obvious purpose but with extremely intriguing results. Meaning, awareness, and intentions are all internal mental constructs that an agent employs to solve the constraint problem. These cookies will be stored in your browser only with your consent. These cookies do not store any personal information. This website uses cookies to improve your experience. Dec 20, Robert rated it liked it Shelves: The book is heavily annotated, yet it feels like on most of the claims where I seek citations or explanations, those are the lines where no annotations exist. The field of artificial intelligence may finally be coming back around to Douglas Hofstadter. Out of these cookies, the cookies that are categorized as necessary are stored on your browser as they are as essential for the working of basic functionalities of the website. One can think of cognition as being a massively parallel constraint satisfaction problem. A more general definition is the energy expended to direct an object in a constrained direction. The boundaries of our souls are indeed beyond all measure.

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