# New DeepMind AI Beats AlphaGo 100-0 | Two Minute Papers #201 ## Метаданные - **Канал:** Two Minute Papers - **YouTube:** https://www.youtube.com/watch?v=9xlSy9F5WtE - **Дата:** 30.10.2017 - **Длительность:** 5:52 - **Просмотры:** 291,886 - **Источник:** https://ekstraktznaniy.ru/video/14566 ## Описание The AlphaGo Zero paper "Mastering the Game of Go without Human Knowledge" is available here: https://deepmind.com/blog/alphago-zero-learning-scratch/ https://deepmind.com/documents/119/agz_unformatted_nature.pdf Our Patreon page with the details: https://www.patreon.com/TwoMinutePapers We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Andrew Melnychuk, Brian Gilman, Christoph Jadanowski, Dave Rushton-Smith, Dennis Abts, Eric Haddad, Esa Turkulainen, Evan Breznyik, Kaben Gabriel Nanlohy, Malek Cellier, Michael Albrecht, Michael Jensen, Michael Orenstein, Steef, Steve Messina, Sunil Kim, Torsten Reil. https://www.patreon.com/TwoMinutePapers Two Minute Papers Merch: US: http://twominutepapers.com/ EU/Worldwide: https://shop.spreadshirt.net/TwoMinutePapers/ Photo credits: Watson - AP Photo/Jeopardy Productions, Inc. Fan Hui match photo - Google DeepMind - https://www.youtube.com/watch?v=SUbqy... Go board image credits (all CC BY 2.0): Rena ## Транскрипт ### Segment 1 (00:00 - 05:00) [] de fellow scholars dit is toen meneer pepper sweet caruso life and hold onto your paper speak is dit workin alphago is absoluut insanity in de game of goal de players toestand van de table waar die objectief is de surround more time tricht and the opponent dit is een beautiful game' er is particularly interesting voor een jaar research lucas de space of possible bos is wesley larger than in chess which means that using any sort of justice search is out of question en wie er twee soorten smart algorithms haar e-mail to identify a small number of stroom both within this to penders die live search space de first incarnation of deep mind scolea alphago uses a combination of policy network dit is responsible for predicting de mos en de radio network that protects the winner of the game of trip place it to d& g steeds af bizar bos deep neural networks and the ardennes combined hoe de techniek rode monte carlo research to be able to marry dan de search in this large workspace this er door het hem started out hoe de bush fracking proces met de show zou zijn soft games dat we used to learn the basics of co based on this it is clear that such ona groeien toen can learn to be so good is formidabel groene players met de big question was how could possibly be com even better than de professional city pass op surft houdt u de disciple become better than its master de solution is het absoluut het land waar dit kan van die games het lezen geest zichzelf many times to improve it skills dit zak een feest is de main part of de training that takes de mostar lesbo lesbisch arboretum elven golf en hoe het was used to play a asfaltweg de tool die european goal champion was defeated 50 euro dit was een historisch moment en de first time en thea biedt professional goal player we dat de handicap van gladys craft is experience is flink juist 5 drank en stable player enthousiasme mention that the item fouten 5 joene like some more is der daalt we in de kook community en noteert de theorie te boeten ever be able to beat lisa dal en mind en world champion en winner of epn international tafels just give you an integration of the difference based on their ilo points lisa bal is expected to beat van twee mind the seven times out of my hand met games zo few months later the mind organized us media vent waar de we challenging to play een gast alphago this was a slightly modified version of de besar great hem dat use de diepere your network whitmore layers en was trained using more resources dan de previous version er was op zo'n algorithmic change door de politie networks details on the sorrow heleboel in de peper in de description this great read make sure to have look plesk odessa gooit hem af folie dissident was watch store on the world and can perhaps be compared to casper of publiek chess games en geest die ploeg hij hem de van dus memories of waking up super early in the morning jumping out of the bed in excitement to watch all these gorgeous en in een like en deel biting series lisa bal was dividend for two one by the way ja met significant lilas media attention de next face cream breng de neem alphago master which used rand en times les tensor processing unit stem die al folie en biedt een nieuwe single player the target and play the human professionals online in januari 2017 en warm als 16 matches ik heb plate dit is insanity maar the feeling that set wel hold onto your papers mij in their newest work alphago has reached its mix form of a goal zero deze variant dat not have access to and if you and play games in de first phase and less completely vroeg zelfs play it starts at van absolutely nothing we just a knowledge of the rules of the game het was traint voor forty days and by dave lee is which the level of al folie dit is een bad world champion level ram deed want in mijn het gidste level of alphago master switches sprak teakolie aan biedt de bal toe of iemand beings and get this at fortydays diversions europese of previous alphago versie en de fiets de previously published work better version a hundred two zero this has kept for several nights nou en die and completely out of wordt in dispersion de tour euro networks of fused into one which can be trained more efficiently je this beautiful to see this course as they show dus neuraal netwerk star ding voor me rondom initialisatie het noorden roles at beyond that it is completely klussen wat de game ikzelf in this rapidly become sprak teakolie unbeatable en hij legt de best part for less uses only one single machine het denken dusver dossier dat is ### Segment 2 (05:00 - 05:00) [5:00] historie en folding before ice watch time to be your life congratulations door de diep mijn team voor this remarkable achievement en familie en loft was research to my de radio's en het is het troep privilege to be able to taalhistorisch trio thank you very much for your generous support om peter jan and may be able to spend more and more time while of most absolutely amazing and now and a little bit redundant wat voor muscle memory and sign out to use or die for watching and for your generous support and i'll see you next time [Muziek]