{"id":8883,"date":"2019-05-13T13:12:39","date_gmt":"2019-05-13T17:12:39","guid":{"rendered":"https:\/\/blog.brainstation.io\/?p=8883"},"modified":"2020-05-12T14:03:42","modified_gmt":"2020-05-12T18:03:42","slug":"how-ai-and-machine-learning-are-being-used-to-make-art","status":"publish","type":"post","link":"https:\/\/brainstation.io\/blog\/how-ai-and-machine-learning-are-being-used-to-make-art","title":{"rendered":"How AI and Machine Learning Are Being Used to Make Art"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">In the age of automation, there was one job that was supposed to be beyond the capacity of any robot: artist.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But recently, technological advances have upended that idea, and machine learning and artificial intelligence (AI) are now increasingly being used to create art across all disciplines, from music to film to painting and even literature.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If that sounds like the stuff of sci-fi, here are some examples of how AI is shaking up the arts.<\/span><\/p>\n<h3><b>Metal Machine Music<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">For her third album, <\/span><i><span style=\"font-weight: 400;\">Proto<\/span><\/i><span style=\"font-weight: 400;\">, San Francisco experimental composer Holly Herndon decided to enlist the help of an unusual collaborator named Spawn.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In fact, Spawn is an AI recording system. After writing and recording a score with an ensemble in her studio, Herndon would feed the results back to Spawn, which can mimic musical ideas. She would then take Spawn\u2019s contributions back to the band and record the songs again. On songs like \u201c<\/span><span style=\"font-weight: 400;\">Eternal<\/span><span style=\"font-weight: 400;\">,\u201d it\u2019s near impossible to differentiate Herndon\u2019s voice from Spawn\u2019s, or even to discern how many voices one is hearing at any given moment.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Herndon has said that while most attempts at using AI to make music are motivated by economics \u2013 for instance, Warner Music recently acquired startup <\/span><span style=\"font-weight: 400;\">End<\/span><span style=\"font-weight: 400;\">e<\/span><span style=\"font-weight: 400;\">l<\/span><span style=\"font-weight: 400;\">, an app that generates personalized \u201csoundscapes\u201d \u2013 she wanted to use the technology to enhance the role of the artist, rather than removing the artist completely. The album has been getting <\/span><a href=\"https:\/\/www.metacritic.com\/music\/proto\/holly-herndon\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">strong reviews<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cI know I\u2019m known as \u2018laptop girl,\u2019 but I\u2019m always asking myself: where does the human performer fit into this? How do we continue to develop without automating us off the stage? This frees us up to be human together,\u201d she <\/span><span style=\"font-weight: 400;\">told The Guardian<\/span><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Herndon is far from the only musician taking an interest in AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ambient producer Sevenism has used several tools created as part of Google\u2019s <\/span><span style=\"font-weight: 400;\">Magenta<\/span><span style=\"font-weight: 400;\"> to fuel his prolific output, including <\/span><span style=\"font-weight: 400;\">NSynth<\/span><span style=\"font-weight: 400;\"> \u2013 a neural network trained on over 300,000 sounds \u2013 and <\/span><a href=\"https:\/\/piano-genie.glitch.me\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">Piano Genie<\/span><\/a><span style=\"font-weight: 400;\">. And singer-songwriter Taryn Southern\u2019s 2018 album <\/span><i><span style=\"font-weight: 400;\">I Am A.I.<\/span><\/i><span style=\"font-weight: 400;\"> was produced entirely using four tools: Amper Music, IBM\u2019s Watson Beat, Magenta, and AIVA.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">U.K. artist Ash Koosha, meanwhile, even introduced a virtual singer named Yona, an \u201cauxiliary human\u201d that uses a text-to-speech process with the goal of ultimately replicating the voice of a pop singer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cMy hypothesis is that singers will become redundant because this machine will be able to convey every range of the human voice \u2013 an anti-pop manifesto of sorts,\u201d he told <\/span><span style=\"font-weight: 400;\">The Fader<\/span><span style=\"font-weight: 400;\">. <\/span><\/p>\n<h3><b>A Novel Idea<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">It makes sense that AI and machine learning could have a major impact on technology-imbued disciplines like film and music, but surely an author\u2019s analog life is the exception?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Actually, writers are beginning to look into the potential of AI to assist in composing something even as complex as a novel.<\/span><\/p>\n<div id=\"attachment_8885\" style=\"width: 210px\" class=\"wp-caption alignright\"><img aria-describedby=\"caption-attachment-8885\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-8885 size-full\" src=\"https:\/\/brainstation.io\/blog\/wp-content\/uploads\/2019\/05\/robin-sloan.jpg\" alt=\"Author Robin Sloan\" width=\"200\" height=\"225\" \/><p id=\"caption-attachment-8885\" class=\"wp-caption-text\">Author Robin Sloan<\/p><\/div>\n<p><span style=\"font-weight: 400;\">After Robin Sloan received positive critical feedback for his debut novel <\/span><i><span style=\"font-weight: 400;\">Mr. Penumbra\u2019s 24-Hour Bookstore<\/span><\/i><span style=\"font-weight: 400;\">, he took a different approach for his second book. Using self-created software that finishes his sentences with a keystroke, Sloan\u2019s method was to write a snippet of text, hit tab, and see what the computer suggested should come next.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">He built out the computer\u2019s database of texts by using old science-fiction magazines at first, before finding their language too limited. He then added work by John Steinbeck, Joan Didion, Philip K. Dick, and others, as well as Johnny Cash\u2019s poetry and various other texts.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cI have read some uncounted number of books and words over the years that all went into my brain and stewed together in unknown and unpredictable ways, and then certain things come out,\u201d Sloan told <\/span><span style=\"font-weight: 400;\">The New York Times<\/span><span style=\"font-weight: 400;\">. \u201cThe output can\u2019t be anything but a function of the input.\u201d<\/span><\/p>\n<h3><b>The \u201cArt\u201d in Artificial Intelligence<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">In December 2018, Christie\u2019s became the first auction house to present a work of art created by an algorithm for bidding. It sold for $432,500 \u2013 nearly 45 times its high estimate.<\/span><\/p>\n<div id=\"attachment_8884\" style=\"width: 310px\" class=\"wp-caption alignleft\"><img aria-describedby=\"caption-attachment-8884\" decoding=\"async\" loading=\"lazy\" class=\"wp-image-8884 size-medium\" src=\"https:\/\/brainstation.io\/blog\/wp-content\/uploads\/2019\/05\/aedmond-300x300.jpg\" alt=\"Obvious AI art\" width=\"300\" height=\"300\" srcset=\"https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2019\/05\/aedmond-300x300.jpg 300w, https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2019\/05\/aedmond-150x150.jpg 150w, https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2019\/05\/aedmond-768x768.jpg 768w, https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2019\/05\/aedmond-109x109.jpg 109w, https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2019\/05\/aedmond-100x100.jpg 100w, https:\/\/d2re7sjnpekmig.cloudfront.net\/prod\/wp-content\/uploads\/2019\/05\/aedmond.jpg 813w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><p id=\"caption-attachment-8884\" class=\"wp-caption-text\">Obvious&#8217; AI art<\/p><\/div>\n<p><span style=\"font-weight: 400;\">The painting \u2013 a portrait of a stocky gentleman in 18<\/span><span style=\"font-weight: 400;\">th<\/span><span style=\"font-weight: 400;\">-century dress \u2013 was created by Paris collective <\/span><span style=\"font-weight: 400;\">Obvious<\/span><span style=\"font-weight: 400;\">. There was thought to be a higher degree of difficulty in creating a human portrait using AI \u2013 since, as opposed to an abstract work or a landscape, people are likely to notice irregularities in a representation of a person \u2013 but that\u2019s part of what intrigued the team.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">They fed the system with a data set of 15,000 portraits painted between the 14<\/span><span style=\"font-weight: 400;\">th<\/span><span style=\"font-weight: 400;\"> century and the 20<\/span><span style=\"font-weight: 400;\">th<\/span><span style=\"font-weight: 400;\">. The algorithm was then composed of two parts: the Generator, which made a new image based on the set, and the Discriminator, which tried to differentiate between the images created by the algorithm and by people.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cWe did some work with nudes and landscapes, and we also tried feeding the algorithm sets of works by famous painters,\u201d <\/span><a href=\"https:\/\/www.christies.com\/features\/A-collaboration-between-two-artists-one-human-one-a-machine-9332-1.aspx\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">said<\/span><\/a><span style=\"font-weight: 400;\"> Hugo Caselles-Dupre of Obvious.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cBut we found that portraits provided the best way to illustrate our point, which is that algorithms are able to emulate creativity.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI experiments in the art world seem poised to continue, and it\u2019s not limited to paintings. New York artist Ben Snell <\/span><span style=\"font-weight: 400;\">sold a sculpture<\/span><span style=\"font-weight: 400;\"> that was created with an algorithm (its training data was an archive of more than 1,000 classical sculptures), while Mario Klingemann <\/span><span style=\"font-weight: 400;\">sold<\/span><span style=\"font-weight: 400;\"> his AI-created video installation <\/span><i><span style=\"font-weight: 400;\">Memories of Passersby I <\/span><\/i><span style=\"font-weight: 400;\">for $52,000 earlier this year.<\/span><\/p>\n<h3><b>Movie Magic<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">There probably aren\u2019t many Hollywood directors who could wrap a film shoot in a matter of 48 hours, but Benjamin isn\u2019t like most Hollywood directors.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Benjamin is an AI system who created a film called <\/span><i><span style=\"font-weight: 400;\">Zone Out <\/span><\/i><span style=\"font-weight: 400;\">for a two-day AI filmmaking challenge. Starring <\/span><i><span style=\"font-weight: 400;\">Silicon Valley <\/span><\/i><span style=\"font-weight: 400;\">actor Thomas Middleditch and Elisabeth Gray, the <\/span><span style=\"font-weight: 400;\">six-minute film<\/span><span style=\"font-weight: 400;\"> was created with a combination of thousands of hours of old films and green-screen footage of the two actors.<\/span><\/p>\n<p style=\"text-align: center;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/vUgUeFu2Dcw\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">While it probably isn\u2019t going to leave Steven Spielberg scanning the job ads, the film is nevertheless an impressive step forward already on Benjamin\u2019s first film, <\/span><i><span style=\"font-weight: 400;\">Sunspring. <\/span><\/i><span style=\"font-weight: 400;\">L.A.-based director Oscar Sharp \u2013 who calls himself the director of the director \u2013 decided to let Benjamin do everything on the\u00a0<i>Zone Out <\/i>project, including writing the script, selecting scenes, and assembling sentences with recordings of the actors.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cWhat I was really trying to do is attempt to automate each part of the human creative process to see if we learn anything about what it really is to be a human person creating films,\u201d Sharp told <\/span><a href=\"https:\/\/www.wired.com\/story\/ai-filmmaker-zone-out\/\"><span style=\"font-weight: 400;\">Wired<\/span><\/a><span style=\"font-weight: 400;\">. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Meanwhile, at least one member of his team was thinking long-term.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cIf this fails, I\u2019ll be employable for the rest of time,\u201d Gray told Wired. \u201cAnd if it in fact works, then I may not be employable as an actor, but at least I will have been there at the moment when we realized we were going to be replaced by computers.\u201d<\/span><\/p>\n<p><em>Are you future-proof? Learn more about <a href=\"https:\/\/brainstation.io\/course\/online\/data-science\" target=\"_blank\" rel=\"noopener noreferrer\">online data science courses<\/a>.\u00a0<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the age of automation, there was one job that was supposed to be beyond the reach of robots: artist. That, however, may be about to change. <\/p>\n","protected":false},"author":7,"featured_media":8888,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[859,343],"tags":[494,810,332,405,578],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How AI and Machine Learning Are Being Used to Make Art<\/title>\n<meta name=\"description\" content=\"In the age of automation, there was one job that was supposed to be beyond the reach of robots: artist. 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