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( DeepMind are currently experimenting with artificial neural networks of over 100 layers.)īut DL suffers from two grave problems. And, presumably, soon to be better still. Since Go has long been recognised as a much more difficult game than chess, it is not surprising that these feats gained huge attention in the media worldwide. The same team later produced a DL system, AlphaGo, that beat the European Go champion 5–0 in October 2015 (Silver et al., 2016), and defeated the world's leading player, Lee Sedol, in March 2016.
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The DeepMind team, for instance, led by Demis Hassabis and now attached to Google, have used it to learn to play the classic suite of 49 Atari games – in 22 cases, even better than professional game testers (Mnih et al., 2015). Finally, the last one or two levels are tuned by backprop.Īs a technique for machine learning, DL has already been hugely successful. The output of one level is used as the input to the one above it, and so on for (sometimes) very many levels. In straightforward DL, multilayer neural networks find patterns on several hierarchical levels (LeCun, Bengio, & Hinton, 2015). This process is then iterated – perhaps very many times. The system is next required to modify the image so as to emphasise that feature. In essence, the DD researcher feeds an image into a multilayer DL network (or utilises a randomly chosen image that is already there), and asks the system to focus on a certain feature, selected either deliberately or at random. That, in a nutshell, is the question addressed by this paper.ĭD is an application of deep learning, or DL. Whether that “mill” can reasonably be expected to generate anything of genuine aesthetic interest – perhaps even a new artistic genre – is another matter. Clearly, then, every visual image can be grist to the DD mill. And they have been generated in their thousands from snapshots of people's relatives and friends. DD images have also been based on works by van Gogh, Hieronymus Bosch, Leonardo da Vinci, among others, the list is endless. The DD versions have more dogs in the picture, with “malformed” heads of various types. Coolidge's oil paintings of “Dogs Playing Poker” (commissioned in 1913 to advertise cigars).
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So it has been applied, for instance, to C. It has been used to modify a number of well-known artworks. Some people, accordingly, believe it to have interesting aesthetic potential. (It is based on GoogLeNet, the winner of the annual image-recognition competition in 2014: Szegedy et al., 2014.) It typically generates highly unusual, and often “hallucinatory”, images.
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Be prepared for deep-dive interrogation, an immersive environment, and chthonic madness.Deep dreaming (DD) is a computer technique for generating novel images that was released by Google in July 2015 as the open-source DeepDream software. You're a private investigator, and you have to uncover the truth of what has possessed the city… corrupted the minds of its inhabitants. East Coast of the United States, the 1920s, the half-submerged city of Oakmont is engulfed by an eery supernatural presence.
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The Sinking City (Xbox Series X|S only): An adventure-investigation game set in an open world inspired by the universe of H.P. It’s up to you to decide whether uncovering the truth will do more harm than good, and how that will shape the man you’ll become. Interrogations, chases, combat, weapons, conspiracies, truth and lies dilemmas, different Jon, and psychological drama. Sherlock Holmes Chapter One (Xbox Series X|S only): Story-driven detective thriller about young Sherlock Holmes's adventures on an exotic and dangerous island in the Mediterranean where he strives to unravel the mystery behind his mother’s death. And as Charles Winfield Reed, a retired US Navy sailor and World War I veteran who had to become a private eye, solve the mystery of the cryptic flood and face the madness that emanates from other worlds.
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Get a taste of two different sides of detective work! In the role of young Sherlock Holmes, use steely logic, powers of deduction, and encyclopedic forensics skills to crack even the most intricate crimes. Use your mind to investigate and your willpower to resist madness. Sherlock Holmes Chapter One + The Sinking City Bundle