[Script Info] Title: [Events] Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text Dialogue: 0,0:00:00.95,0:00:03.78,Default,,0000,0000,0000,,Hi. I'm Refik. I'm a media artist. Dialogue: 0,0:00:03.78,0:00:05.62,Default,,0000,0000,0000,,I use data as a pigment Dialogue: 0,0:00:05.62,0:00:07.89,Default,,0000,0000,0000,,and paint with a thinking brush Dialogue: 0,0:00:07.89,0:00:10.75,Default,,0000,0000,0000,,that is assisted\Nby artificial intelligence. Dialogue: 0,0:00:11.36,0:00:14.25,Default,,0000,0000,0000,,Using architectural spaces as canvases, Dialogue: 0,0:00:14.25,0:00:15.82,Default,,0000,0000,0000,,I collaborate with machines Dialogue: 0,0:00:15.82,0:00:18.74,Default,,0000,0000,0000,,to make buildings dream and hallucinate. Dialogue: 0,0:00:19.04,0:00:21.68,Default,,0000,0000,0000,,You may be wondering,\Nwhat does all this mean? Dialogue: 0,0:00:21.68,0:00:24.63,Default,,0000,0000,0000,,So let me please take you\Ninto my work and my world. Dialogue: 0,0:00:24.63,0:00:28.45,Default,,0000,0000,0000,,I witnessed the power of imagination Dialogue: 0,0:00:28.45,0:00:30.11,Default,,0000,0000,0000,,when I was eight years old Dialogue: 0,0:00:30.11,0:00:32.28,Default,,0000,0000,0000,,as a child growing up in Istanbul. Dialogue: 0,0:00:32.28,0:00:35.58,Default,,0000,0000,0000,,One day, my mom brought home\Na videocassette Dialogue: 0,0:00:35.58,0:00:38.55,Default,,0000,0000,0000,,of the science fiction movie\N"Blade Runner." Dialogue: 0,0:00:38.55,0:00:41.34,Default,,0000,0000,0000,,I clearly remember being mesmerized Dialogue: 0,0:00:41.34,0:00:46.28,Default,,0000,0000,0000,,by the stunning architectural vision\Nof the future of Los Angeles, Dialogue: 0,0:00:46.28,0:00:48.70,Default,,0000,0000,0000,,a place that I had never seen before. Dialogue: 0,0:00:48.91,0:00:52.37,Default,,0000,0000,0000,,That vision became a kind of a staple Dialogue: 0,0:00:52.37,0:00:54.38,Default,,0000,0000,0000,,of my daydreams. Dialogue: 0,0:00:54.38,0:00:57.01,Default,,0000,0000,0000,,When I arrived in LA in 2012 Dialogue: 0,0:00:57.01,0:00:59.91,Default,,0000,0000,0000,,for a graduate program\Nin design media arts, Dialogue: 0,0:00:59.91,0:01:02.17,Default,,0000,0000,0000,,I rented a car and drove downtown Dialogue: 0,0:01:02.17,0:01:04.68,Default,,0000,0000,0000,,to see that wonderful world\Nof the near future. Dialogue: 0,0:01:05.18,0:01:08.43,Default,,0000,0000,0000,,I remember a specific line\Nthat kept playing Dialogue: 0,0:01:08.43,0:01:10.57,Default,,0000,0000,0000,,over and over in my head: Dialogue: 0,0:01:10.57,0:01:14.19,Default,,0000,0000,0000,,the scene where the android Rachael Dialogue: 0,0:01:14.19,0:01:16.74,Default,,0000,0000,0000,,realizes that her memories\Nare actually not hers, Dialogue: 0,0:01:16.74,0:01:21.20,Default,,0000,0000,0000,,and when Deckard tells her\Nthey are someone else's memories. Dialogue: 0,0:01:21.20,0:01:22.54,Default,,0000,0000,0000,,Since that moment, Dialogue: 0,0:01:22.54,0:01:24.11,Default,,0000,0000,0000,,one of my inspirations Dialogue: 0,0:01:24.11,0:01:25.83,Default,,0000,0000,0000,,has been this question. Dialogue: 0,0:01:25.83,0:01:30.25,Default,,0000,0000,0000,,What can a mission do\Nwith someone else's memories? Dialogue: 0,0:01:30.25,0:01:32.97,Default,,0000,0000,0000,,Or, to say that in another way, Dialogue: 0,0:01:32.97,0:01:37.01,Default,,0000,0000,0000,,what does it mean to be an AI\Nin the 21st century? Dialogue: 0,0:01:37.75,0:01:41.13,Default,,0000,0000,0000,,Any android or AI mission\Nis only intelligent Dialogue: 0,0:01:41.13,0:01:43.59,Default,,0000,0000,0000,,as long as we collaborate with it. Dialogue: 0,0:01:43.59,0:01:46.35,Default,,0000,0000,0000,,It can construct things\Nthat human intelligence Dialogue: 0,0:01:46.35,0:01:48.32,Default,,0000,0000,0000,,intends to produce, Dialogue: 0,0:01:48.32,0:01:51.32,Default,,0000,0000,0000,,but does not have the capacity to do so. Dialogue: 0,0:01:51.32,0:01:54.03,Default,,0000,0000,0000,,Think about your activities\Nand social networks. Dialogue: 0,0:01:54.03,0:01:59.04,Default,,0000,0000,0000,,For example, they get smarter\Nthe more you interact with them. Dialogue: 0,0:01:59.04,0:02:03.59,Default,,0000,0000,0000,,If machines can learn or process memories, Dialogue: 0,0:02:03.59,0:02:05.36,Default,,0000,0000,0000,,can they also dream? Dialogue: 0,0:02:05.36,0:02:06.77,Default,,0000,0000,0000,,Hallucinate? Dialogue: 0,0:02:06.77,0:02:09.44,Default,,0000,0000,0000,,Involuntarily remember, Dialogue: 0,0:02:09.44,0:02:10.87,Default,,0000,0000,0000,,or make connections Dialogue: 0,0:02:10.87,0:02:13.50,Default,,0000,0000,0000,,between multiple people streams? Dialogue: 0,0:02:13.50,0:02:16.100,Default,,0000,0000,0000,,Does being an AI in the 21st century Dialogue: 0,0:02:16.100,0:02:20.65,Default,,0000,0000,0000,,simply mean not forgetting anything? Dialogue: 0,0:02:20.65,0:02:24.14,Default,,0000,0000,0000,,And, if so, Dialogue: 0,0:02:24.14,0:02:25.41,Default,,0000,0000,0000,,isn't it the most revolutionary thing Dialogue: 0,0:02:25.41,0:02:28.14,Default,,0000,0000,0000,,that we have experienced Dialogue: 0,0:02:28.14,0:02:31.66,Default,,0000,0000,0000,,in our centuries-long effort\Nto capture history across media? Dialogue: 0,0:02:31.66,0:02:33.50,Default,,0000,0000,0000,,In other words, Dialogue: 0,0:02:33.50,0:02:36.98,Default,,0000,0000,0000,,how far have we come\Nsince we discussed "Blade Runner"? Dialogue: 0,0:02:36.98,0:02:40.49,Default,,0000,0000,0000,,So I established my studio in 2014, Dialogue: 0,0:02:40.49,0:02:42.80,Default,,0000,0000,0000,,and invited architects, Dialogue: 0,0:02:42.80,0:02:46.23,Default,,0000,0000,0000,,computer and data scientists,\Nneuroscientists, musicians Dialogue: 0,0:02:46.23,0:02:48.08,Default,,0000,0000,0000,,and even storytellers to join me\Nin realizing my dreams. Dialogue: 0,0:02:48.08,0:02:54.22,Default,,0000,0000,0000,,Can data become a pigment? Dialogue: 0,0:02:54.22,0:02:57.61,Default,,0000,0000,0000,,This was the very first question we asked Dialogue: 0,0:02:57.61,0:02:59.24,Default,,0000,0000,0000,,when starting our journey Dialogue: 0,0:02:59.24,0:03:01.54,Default,,0000,0000,0000,,to embed media arts into architecture, Dialogue: 0,0:03:01.54,0:03:04.84,Default,,0000,0000,0000,,to collide virtual and physical worlds. Dialogue: 0,0:03:04.84,0:03:06.91,Default,,0000,0000,0000,,So we began to imagine Dialogue: 0,0:03:06.91,0:03:08.21,Default,,0000,0000,0000,,what I would call Dialogue: 0,0:03:08.21,0:03:10.29,Default,,0000,0000,0000,,the politics of data. Dialogue: 0,0:03:10.49,0:03:13.05,Default,,0000,0000,0000,,One of our first projects,\NVirtual Depictions, Dialogue: 0,0:03:13.05,0:03:15.09,Default,,0000,0000,0000,,was a public data sculpture piece Dialogue: 0,0:03:15.09,0:03:17.96,Default,,0000,0000,0000,,commissioned by the city of San Francisco. Dialogue: 0,0:03:17.96,0:03:20.04,Default,,0000,0000,0000,,The work invites the audience Dialogue: 0,0:03:20.04,0:03:23.49,Default,,0000,0000,0000,,to be part of a spectacular\Naesthetic experience Dialogue: 0,0:03:23.49,0:03:25.09,Default,,0000,0000,0000,,in a living urban space Dialogue: 0,0:03:25.09,0:03:30.83,Default,,0000,0000,0000,,by depicting a ?? network\Nof connections of the city itself. Dialogue: 0,0:03:30.83,0:03:35.09,Default,,0000,0000,0000,,It also stands as a reminder\Nof how invisible data Dialogue: 0,0:03:35.09,0:03:36.74,Default,,0000,0000,0000,,from our everyday lives, Dialogue: 0,0:03:36.74,0:03:39.57,Default,,0000,0000,0000,,like the ?? feeds\Nthat are represented here, Dialogue: 0,0:03:39.57,0:03:42.07,Default,,0000,0000,0000,,can be made visible Dialogue: 0,0:03:42.07,0:03:45.34,Default,,0000,0000,0000,,and transformed into sensory knowledge Dialogue: 0,0:03:45.34,0:03:48.30,Default,,0000,0000,0000,,that can be experienced collectively. Dialogue: 0,0:03:48.84,0:03:52.70,Default,,0000,0000,0000,,In fact, data can only become knowledge Dialogue: 0,0:03:52.70,0:03:54.27,Default,,0000,0000,0000,,when it's experienced, Dialogue: 0,0:03:54.27,0:03:56.39,Default,,0000,0000,0000,,and what is knowledge and experience Dialogue: 0,0:03:56.39,0:03:57.92,Default,,0000,0000,0000,,can take many forms. Dialogue: 0,0:03:57.92,0:03:59.73,Default,,0000,0000,0000,,When exploring such connections Dialogue: 0,0:03:59.73,0:04:02.83,Default,,0000,0000,0000,,through the vast potential\Nof machine intelligence, Dialogue: 0,0:04:03.35,0:04:05.62,Default,,0000,0000,0000,,we also pondered Dialogue: 0,0:04:05.62,0:04:09.54,Default,,0000,0000,0000,,the connection between human senses Dialogue: 0,0:04:09.54,0:04:13.43,Default,,0000,0000,0000,,and the machines' capacity\Nfor simulating nature. Dialogue: 0,0:04:13.43,0:04:18.14,Default,,0000,0000,0000,,These inquiries began while working\Non wind data paintings. Dialogue: 0,0:04:18.14,0:04:20.49,Default,,0000,0000,0000,,They took the shape of visualized plans Dialogue: 0,0:04:20.49,0:04:23.18,Default,,0000,0000,0000,,based on hidden data sets Dialogue: 0,0:04:23.18,0:04:25.88,Default,,0000,0000,0000,,that we collected from wind sensors. Dialogue: 0,0:04:25.88,0:04:28.60,Default,,0000,0000,0000,,We then used generative algorithms Dialogue: 0,0:04:28.60,0:04:33.03,Default,,0000,0000,0000,,to transform wind speed,\Ngust and direction Dialogue: 0,0:04:33.03,0:04:36.37,Default,,0000,0000,0000,,into an ethereal data pigment. Dialogue: 0,0:04:36.58,0:04:38.80,Default,,0000,0000,0000,,The result was a meditative Dialogue: 0,0:04:38.80,0:04:41.19,Default,,0000,0000,0000,,yet speculative experience. Dialogue: 0,0:04:41.56,0:04:44.45,Default,,0000,0000,0000,,This kinetic data sculpture,\Ntitled, "Bosphorus," Dialogue: 0,0:04:44.45,0:04:48.45,Default,,0000,0000,0000,,was a similar attempt to question\Nour capacity to reimagine Dialogue: 0,0:04:48.45,0:04:50.25,Default,,0000,0000,0000,,natural occurrences. Dialogue: 0,0:04:50.25,0:04:55.97,Default,,0000,0000,0000,,Using high-frequency radar collections\Nof the Marmara Sea, Dialogue: 0,0:04:55.97,0:04:58.55,Default,,0000,0000,0000,,we collected sea surface data Dialogue: 0,0:04:58.55,0:05:02.09,Default,,0000,0000,0000,,and projected its dynamic movement\Nwith machine intelligence. Dialogue: 0,0:05:02.09,0:05:04.10,Default,,0000,0000,0000,,We create the sense of immersion Dialogue: 0,0:05:04.10,0:05:06.83,Default,,0000,0000,0000,,in a calm yet constantly changing Dialogue: 0,0:05:06.83,0:05:08.92,Default,,0000,0000,0000,,synthetic serial. Dialogue: 0,0:05:09.18,0:05:11.51,Default,,0000,0000,0000,,Seeing with the brain Dialogue: 0,0:05:11.51,0:05:13.56,Default,,0000,0000,0000,,is often called imagination, Dialogue: 0,0:05:13.56,0:05:16.06,Default,,0000,0000,0000,,and, for me, imagining architecture Dialogue: 0,0:05:16.06,0:05:18.35,Default,,0000,0000,0000,,goes beyond just glass, Dialogue: 0,0:05:18.35,0:05:20.02,Default,,0000,0000,0000,,metal or concrete, Dialogue: 0,0:05:20.02,0:05:24.49,Default,,0000,0000,0000,,instead experimenting with\Nthe furthermost possibilities of immersion Dialogue: 0,0:05:24.49,0:05:28.38,Default,,0000,0000,0000,,and ways of augmenting\Nour perception in built environments. Dialogue: 0,0:05:28.63,0:05:32.31,Default,,0000,0000,0000,,Research in artificial intelligence\Nis growing every day, Dialogue: 0,0:05:32.31,0:05:36.01,Default,,0000,0000,0000,,leaving us with the feeling\Nof being plugged into a system Dialogue: 0,0:05:36.01,0:05:38.60,Default,,0000,0000,0000,,that is bigger and more knowledgeable Dialogue: 0,0:05:38.60,0:05:39.97,Default,,0000,0000,0000,,than ourselves. Dialogue: 0,0:05:40.20,0:05:43.78,Default,,0000,0000,0000,,In 2017, we discovered\Nan open source library Dialogue: 0,0:05:43.78,0:05:46.36,Default,,0000,0000,0000,,of cultural documents in Istanbul Dialogue: 0,0:05:46.36,0:05:49.100,Default,,0000,0000,0000,,and began working on "Archive Dreaming," Dialogue: 0,0:05:49.100,0:05:54.32,Default,,0000,0000,0000,,one of the first AI-driven\Npublic installations in the world, Dialogue: 0,0:05:54.51,0:06:01.31,Default,,0000,0000,0000,,an AI exploring approximately\N1.7 million documents that span 270 years. Dialogue: 0,0:06:01.89,0:06:04.95,Default,,0000,0000,0000,,One of our inspirations\Nduring this process Dialogue: 0,0:06:04.95,0:06:08.00,Default,,0000,0000,0000,,was a short story\Ncalled "The Library of Babel" Dialogue: 0,0:06:08.00,0:06:11.66,Default,,0000,0000,0000,,by the Argentine writer Jorge Luis Borges. Dialogue: 0,0:06:11.66,0:06:17.05,Default,,0000,0000,0000,,In the story, the author conceives\Na universe in the form of a vast library Dialogue: 0,0:06:17.05,0:06:20.25,Default,,0000,0000,0000,,containing all possible 410-page books Dialogue: 0,0:06:20.25,0:06:22.86,Default,,0000,0000,0000,,of a certain format and character set. Dialogue: 0,0:06:23.12,0:06:24.82,Default,,0000,0000,0000,,Through this inspiring image, Dialogue: 0,0:06:24.82,0:06:27.40,Default,,0000,0000,0000,,we imagine a way to physically explore Dialogue: 0,0:06:27.40,0:06:29.50,Default,,0000,0000,0000,,the vast archives of knowledge Dialogue: 0,0:06:29.50,0:06:31.79,Default,,0000,0000,0000,,in the age of machine intelligence. Dialogue: 0,0:06:32.00,0:06:34.04,Default,,0000,0000,0000,,The resulting work, as you can see, Dialogue: 0,0:06:34.04,0:06:36.62,Default,,0000,0000,0000,,was a user-driven immersive space. Dialogue: 0,0:06:36.62,0:06:41.84,Default,,0000,0000,0000,,"Archive Dreaming" profoundly transformed\Nthe experience of a library Dialogue: 0,0:06:41.84,0:06:44.39,Default,,0000,0000,0000,,in the age of machine intelligence. Dialogue: 0,0:06:44.56,0:06:48.30,Default,,0000,0000,0000,,"Machine Hallucination"\Nis an exploration of time and space Dialogue: 0,0:06:48.30,0:06:50.90,Default,,0000,0000,0000,,experienced through New York City's Dialogue: 0,0:06:50.90,0:06:53.00,Default,,0000,0000,0000,,public photographic archives. Dialogue: 0,0:06:53.00,0:06:55.48,Default,,0000,0000,0000,,For this one-of-a-kind immersive project, Dialogue: 0,0:06:55.48,0:06:58.25,Default,,0000,0000,0000,,we deployed machine-learning algorithms Dialogue: 0,0:06:58.25,0:07:02.32,Default,,0000,0000,0000,,to find and process over\N100 million photographs of the city. Dialogue: 0,0:07:03.19,0:07:06.21,Default,,0000,0000,0000,,We designed an innovative narrative system Dialogue: 0,0:07:06.21,0:07:12.54,Default,,0000,0000,0000,,to use artificial intelligence\Nto predict or to hallucinate new images, Dialogue: 0,0:07:12.54,0:07:16.25,Default,,0000,0000,0000,,allowing the viewer to step\Ninto a dreamlike fusion Dialogue: 0,0:07:16.25,0:07:18.67,Default,,0000,0000,0000,,of past and future New York. Dialogue: 0,0:07:20.07,0:07:25.58,Default,,0000,0000,0000,,As our projects delve deeper into\Nremembering and transmitting knowledge, Dialogue: 0,0:07:25.58,0:07:28.58,Default,,0000,0000,0000,,we thought more about how memories Dialogue: 0,0:07:28.58,0:07:30.53,Default,,0000,0000,0000,,were not static recollections Dialogue: 0,0:07:30.53,0:07:34.37,Default,,0000,0000,0000,,but ever-changing\Ninterpretations of past events. Dialogue: 0,0:07:34.37,0:07:36.64,Default,,0000,0000,0000,,We pondered how machines Dialogue: 0,0:07:36.64,0:07:40.28,Default,,0000,0000,0000,,could simulate unconscious\Nand subconscious events Dialogue: 0,0:07:40.28,0:07:41.95,Default,,0000,0000,0000,,such as dreaming, Dialogue: 0,0:07:41.95,0:07:43.30,Default,,0000,0000,0000,,remembering Dialogue: 0,0:07:43.30,0:07:46.03,Default,,0000,0000,0000,,and hallucinating. Dialogue: 0,0:07:46.03,0:07:48.30,Default,,0000,0000,0000,,Thus we created "Melting Memories" Dialogue: 0,0:07:48.30,0:07:51.28,Default,,0000,0000,0000,,to visualize the moment of remembering. Dialogue: 0,0:07:51.28,0:07:54.87,Default,,0000,0000,0000,,The inspiration came from a tragic event Dialogue: 0,0:07:54.88,0:07:58.96,Default,,0000,0000,0000,,when I found out that my uncle\Nwas diagnosed with Alzheimer's. Dialogue: 0,0:07:58.96,0:08:02.28,Default,,0000,0000,0000,,At that time, all I could think about Dialogue: 0,0:08:02.28,0:08:04.73,Default,,0000,0000,0000,,was to find a way to celebrate Dialogue: 0,0:08:04.73,0:08:07.43,Default,,0000,0000,0000,,how and what he remembered Dialogue: 0,0:08:07.43,0:08:09.45,Default,,0000,0000,0000,,when we are still able to do so. Dialogue: 0,0:08:09.45,0:08:11.91,Default,,0000,0000,0000,,I began to think of memories Dialogue: 0,0:08:11.91,0:08:13.50,Default,,0000,0000,0000,,not as disappearing Dialogue: 0,0:08:13.50,0:08:15.10,Default,,0000,0000,0000,,but as melting Dialogue: 0,0:08:15.10,0:08:16.51,Default,,0000,0000,0000,,or changing shape. Dialogue: 0,0:08:16.51,0:08:18.38,Default,,0000,0000,0000,,With the help of machine intelligence, Dialogue: 0,0:08:18.38,0:08:21.58,Default,,0000,0000,0000,,we worked with the scientists\Nat the Neuroscape Laboratory Dialogue: 0,0:08:21.86,0:08:23.88,Default,,0000,0000,0000,,at the University of California, Dialogue: 0,0:08:23.88,0:08:29.44,Default,,0000,0000,0000,,who showed us how to understand\Nbrain signals as memories are made. Dialogue: 0,0:08:29.44,0:08:34.05,Default,,0000,0000,0000,,Although my own uncle was losing\Nthe ability to process memories, Dialogue: 0,0:08:34.05,0:08:37.11,Default,,0000,0000,0000,,the artwork generated by the EEG data Dialogue: 0,0:08:37.39,0:08:41.13,Default,,0000,0000,0000,,explored the materiality of remembering Dialogue: 0,0:08:41.13,0:08:43.93,Default,,0000,0000,0000,,and stood as a tribute Dialogue: 0,0:08:43.93,0:08:47.19,Default,,0000,0000,0000,,to what my uncle had lost. Dialogue: 0,0:08:47.19,0:08:51.61,Default,,0000,0000,0000,,Almost nothing about contemporary LA Dialogue: 0,0:08:51.61,0:08:54.20,Default,,0000,0000,0000,,matched my childhood expectation Dialogue: 0,0:08:54.20,0:08:55.54,Default,,0000,0000,0000,,of the city, Dialogue: 0,0:08:55.54,0:08:58.69,Default,,0000,0000,0000,,with the exception\Nof one amazing building: Dialogue: 0,0:08:58.69,0:09:02.31,Default,,0000,0000,0000,,the Walt Disney Concert Hall,\Ndesigned by Frank Gehry, Dialogue: 0,0:09:02.31,0:09:04.38,Default,,0000,0000,0000,,one of my all-time heroes. Dialogue: 0,0:09:04.38,0:09:07.59,Default,,0000,0000,0000,,In 2018, I had a call\Nfrom the LA Philharmonic Dialogue: 0,0:09:07.59,0:09:09.62,Default,,0000,0000,0000,,who was looking for an installation Dialogue: 0,0:09:09.62,0:09:13.68,Default,,0000,0000,0000,,to help mark the celebrated symphony's\Nhundredth year anniversary. Dialogue: 0,0:09:13.91,0:09:16.99,Default,,0000,0000,0000,,For this, we decided to ask the question, Dialogue: 0,0:09:16.99,0:09:20.07,Default,,0000,0000,0000,,can a build learn? Can it dream? Dialogue: 0,0:09:20.82,0:09:22.02,Default,,0000,0000,0000,,To answer this question, Dialogue: 0,0:09:22.02,0:09:25.40,Default,,0000,0000,0000,,we decided to collect everything recorded Dialogue: 0,0:09:25.40,0:09:27.92,Default,,0000,0000,0000,,in the archives of the LA field and WHC, Dialogue: 0,0:09:27.92,0:09:32.81,Default,,0000,0000,0000,,to be precise, 77 terabytes\Nof digitally archived memories. Dialogue: 0,0:09:32.81,0:09:35.10,Default,,0000,0000,0000,,By using machine intelligence, Dialogue: 0,0:09:35.10,0:09:38.43,Default,,0000,0000,0000,,the entire archive going back 100 years Dialogue: 0,0:09:38.43,0:09:41.32,Default,,0000,0000,0000,,became projections on the building's skin, Dialogue: 0,0:09:41.32,0:09:45.41,Default,,0000,0000,0000,,42 projectors to achieve\Nthis futuristic public experience Dialogue: 0,0:09:45.41,0:09:47.66,Default,,0000,0000,0000,,in the heart of Los Angeles, Dialogue: 0,0:09:47.66,0:09:52.34,Default,,0000,0000,0000,,getting one step closer\Nto the LA of "Blade Runner." Dialogue: 0,0:09:52.34,0:09:54.76,Default,,0000,0000,0000,,If ever a building could dream, Dialogue: 0,0:09:54.76,0:09:56.83,Default,,0000,0000,0000,,it was in this moment. Dialogue: 0,0:10:00.05,0:10:03.29,Default,,0000,0000,0000,,Now, I am inviting you to one last journey Dialogue: 0,0:10:03.29,0:10:05.80,Default,,0000,0000,0000,,into the mind of a machine. Dialogue: 0,0:10:05.80,0:10:09.36,Default,,0000,0000,0000,,Right now, we are fully immersed\Nin the data universe Dialogue: 0,0:10:09.36,0:10:12.09,Default,,0000,0000,0000,,of every single created TED Talk Dialogue: 0,0:10:12.09,0:10:14.09,Default,,0000,0000,0000,,from the past 30 years. Dialogue: 0,0:10:14.09,0:10:20.56,Default,,0000,0000,0000,,That means, this data set includes\N7,705 talks from the TED stage. Dialogue: 0,0:10:21.43,0:10:23.64,Default,,0000,0000,0000,,Those talks have been translated Dialogue: 0,0:10:23.64,0:10:25.84,Default,,0000,0000,0000,,into 7.4 million seconds, Dialogue: 0,0:10:25.84,0:10:30.09,Default,,0000,0000,0000,,and each second is represented\Nhere in this data universe. Dialogue: 0,0:10:30.09,0:10:32.26,Default,,0000,0000,0000,,Every image that you are seeing in here Dialogue: 0,0:10:32.26,0:10:35.23,Default,,0000,0000,0000,,represents unique moments\Nfrom those talks. Dialogue: 0,0:10:35.23,0:10:37.22,Default,,0000,0000,0000,,By using machine intelligence, Dialogue: 0,0:10:37.22,0:10:41.41,Default,,0000,0000,0000,,we processed a total of 487,000 sentences Dialogue: 0,0:10:41.41,0:10:45.82,Default,,0000,0000,0000,,into 330 unique clusters of topics\Nlike nature, global emissions, Dialogue: 0,0:10:45.82,0:10:47.62,Default,,0000,0000,0000,,extinction, race issues, Dialogue: 0,0:10:47.62,0:10:49.10,Default,,0000,0000,0000,,computation, Dialogue: 0,0:10:49.10,0:10:52.76,Default,,0000,0000,0000,,trust, emotions, water and refugees. Dialogue: 0,0:10:52.76,0:10:55.63,Default,,0000,0000,0000,,These clusters are then\Nconnected to each other Dialogue: 0,0:10:55.63,0:10:56.78,Default,,0000,0000,0000,,by an algorithm, Dialogue: 0,0:10:56.78,0:11:00.95,Default,,0000,0000,0000,,and generated 113 million line segments, Dialogue: 0,0:11:00.95,0:11:03.91,Default,,0000,0000,0000,,which revealed new\Nconceptual relationships. Dialogue: 0,0:11:03.91,0:11:06.06,Default,,0000,0000,0000,,Wouldn't it be amazing Dialogue: 0,0:11:06.06,0:11:07.38,Default,,0000,0000,0000,,to be able to remember Dialogue: 0,0:11:07.38,0:11:10.45,Default,,0000,0000,0000,,all the questions that have ever\Nbeen asked on the stage? Dialogue: 0,0:11:11.76,0:11:13.13,Default,,0000,0000,0000,,Here I am, Dialogue: 0,0:11:13.13,0:11:16.01,Default,,0000,0000,0000,,inside the mind\Nof countless great thinkers, Dialogue: 0,0:11:16.01,0:11:17.63,Default,,0000,0000,0000,,as well as a machine Dialogue: 0,0:11:17.63,0:11:20.03,Default,,0000,0000,0000,,interacting with various feelings Dialogue: 0,0:11:20.03,0:11:22.24,Default,,0000,0000,0000,,attributed to learning, Dialogue: 0,0:11:22.24,0:11:23.32,Default,,0000,0000,0000,,remembering, Dialogue: 0,0:11:23.32,0:11:24.46,Default,,0000,0000,0000,,questioning Dialogue: 0,0:11:24.46,0:11:27.21,Default,,0000,0000,0000,,and imagining all at the same time, Dialogue: 0,0:11:27.53,0:11:30.88,Default,,0000,0000,0000,,expanding the power of the mind. Dialogue: 0,0:11:31.20,0:11:33.69,Default,,0000,0000,0000,,For me, being right here Dialogue: 0,0:11:33.69,0:11:38.11,Default,,0000,0000,0000,,is indeed what it means\Nto be an AI in the 21st century. Dialogue: 0,0:11:38.11,0:11:40.52,Default,,0000,0000,0000,,It is in our hands, humans, Dialogue: 0,0:11:40.52,0:11:44.14,Default,,0000,0000,0000,,to train this mind to learn and remember Dialogue: 0,0:11:44.14,0:11:46.99,Default,,0000,0000,0000,,what we can only dream of. Dialogue: 0,0:11:46.99,0:11:48.36,Default,,0000,0000,0000,,Thank you.