{"id":2685,"date":"2021-03-09T23:43:11","date_gmt":"2021-03-09T23:43:11","guid":{"rendered":"http:\/\/carolsalvato.com\/?p=2685"},"modified":"2021-06-15T16:59:23","modified_gmt":"2021-06-15T16:59:23","slug":"the-importance-of-digital-games-in-the-advancement-of-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/carolsalvato.com\/index.php\/2021\/03\/09\/the-importance-of-digital-games-in-the-advancement-of-artificial-intelligence\/","title":{"rendered":"The importance of digital games in the advancement of artificial intelligence"},"content":{"rendered":"<div id=\"dslc-theme-content\"><div id=\"dslc-theme-content-inner\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2685\" class=\"elementor elementor-2685\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-0097afa elementor-section-full_width elementor-section-height-default elementor-section-height-default\" 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elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"2469d70\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-13f6d89\" data-id=\"13f6d89\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-inner-section elementor-element elementor-element-3995c79 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3995c79\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-3f6f1bc\" data-id=\"3f6f1bc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e2440da elementor-widget elementor-widget-heading\" data-id=\"e2440da\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">The importance of digital games in the advancement of artificial intelligence<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02ad70d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"02ad70d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-725920e elementor-widget elementor-widget-text-editor\" data-id=\"725920e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Artificial intelligence and digital games are two technologies that add fun and innovation to all fields in which they are involved. That is why this new area of research that aims to develop intelligent systems applied to the gaming environment just for experimentation or as part of the product, has been growing so much and becoming important for both parties.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-4bf1ee5a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4bf1ee5a\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b2d0dae\" data-id=\"2b2d0dae\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1b7d605f elementor-widget elementor-widget-text-editor\" data-id=\"1b7d605f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p data-selectable-paragraph=\"\"><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/miro.medium.com\/max\/3200\/1*ktL577x_AyFqKAEV1KzarQ.png\" alt=\"Image for post\" width=\"589\" height=\"589\" \/><\/p><p id=\"bff1\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">Artificial intelligence and digital games are two technologies that add fun and innovation to all fields in which they are involved. That is why this new area of research that aims to develop intelligent systems applied to the gaming environment just for experimentation or as part of the product, has been growing so much and becoming important for both parties.<\/p><blockquote class=\"ka kb kc\"><p id=\"04bf\" class=\"jc jd kd je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">Video summary related to this subject:<\/p><p data-selectable-paragraph=\"\">\u00a0<\/p><\/blockquote><figure class=\"ke kf kg kh ki hw\"><div class=\"ir s ah\"><div class=\"kj iu s\"><iframe class=\"fs ex eu io w\" title=\"A Intelig\u00eancia Artificial e os Jogos Digitais\" src=\"https:\/\/cdn.embedly.com\/widgets\/media.html?src=https%3A%2F%2Fwww.youtube.com%2Fembed%2FU3U8CmNKQsI%3Ffeature%3Doembed&amp;display_name=YouTube&amp;url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DU3U8CmNKQsI&amp;image=https%3A%2F%2Fi.ytimg.com%2Fvi%2FU3U8CmNKQsI%2Fhqdefault.jpg&amp;key=a19fcc184b9711e1b4764040d3dc5c07&amp;type=text%2Fhtml&amp;schema=youtube\" width=\"854\" height=\"480\" frameborder=\"0\" scrolling=\"auto\" allowfullscreen=\"allowfullscreen\" data-mce-fragment=\"1\"><\/iframe><\/div><\/div><\/figure><p id=\"095f\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\"><em class=\"kd\">Leia esse artigo em portugu\u00eas\u00a0<\/em><a class=\"bq kk\" href=\"https:\/\/algamecode.blogspot.com\/2020\/04\/a-importancia-dos-jogos-digitais-no.html#more\" rel=\"noopener nofollow\"><em class=\"kd\">aqui<\/em><\/a><em class=\"kd\">\u00a0.<\/em><\/p><h1 id=\"2751\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">1. Artificial intelligence<\/h1><p id=\"6569\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy lm\" data-selectable-paragraph=\"\"><span class=\"s ia ln lo dg lp lq lr ls lt ah\">A<\/span>rtificial intelligence is curren<span id=\"rmm\">t<\/span>ly present in all media, including in our lives. Whether on Smartphones, on the assembly lines of large companies or on Cars, it is already possible to find intelligent codes capable of controlling and executing specific functions, in a similar or even better way than a human being. Among many existing techniques that allow the study and advancement of the highly acclaimed general artificial intelligence. The use of expert systems capable of fulfilling specific tasks is still the most common.<\/p><p id=\"0504\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">When talking about technology taking jobs, when analyzing the jobs most likely to be automated, there are some standard features. For example, mechanical work, very repetitive, manual work or that require a lot of physical effort are part of the main characteristics. Therefore, it is clear how the greatest efforts today are still in the expert systems.<\/p><figure class=\"ke kf kg kh ki hw fi fj paragraph-image\"><div class=\"ij ik ah il w im\" tabindex=\"0\" role=\"button\"><div class=\"fi fj lu\"><div class=\"ir s ah is\"><div class=\"lv iu s\"><div class=\"eg in fs ex eu io w dz ip iq\">\u00a0<\/div><p><img decoding=\"async\" class=\"sw tn fs ex eu io w c aligncenter\" src=\"https:\/\/miro.medium.com\/max\/1920\/1*uXJhGTfWLiMuHnmCvT6SHg.png\" sizes=\"700px\" srcset=\"https:\/\/miro.medium.com\/max\/276\/1*uXJhGTfWLiMuHnmCvT6SHg.png 276w, https:\/\/miro.medium.com\/max\/552\/1*uXJhGTfWLiMuHnmCvT6SHg.png 552w, https:\/\/miro.medium.com\/max\/640\/1*uXJhGTfWLiMuHnmCvT6SHg.png 640w, https:\/\/miro.medium.com\/max\/700\/1*uXJhGTfWLiMuHnmCvT6SHg.png 700w\" alt=\"Image for post\" width=\"628\" height=\"511\" \/><\/p><\/div><\/div><\/div><\/div><figcaption class=\"iy iz fk fi fj ja jb av b aw ax eq\" data-selectable-paragraph=\"\">Game Fortnite<\/figcaption><\/figure><h1 id=\"351e\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">2. AI in Digital Games<\/h1><p id=\"0708\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy lm\" data-selectable-paragraph=\"\"><span class=\"s ia ln lo dg lp lq lr ls lt ah\">T<\/span>he digital games market has boomed to become one of the world\u2019s largest entertainment markets. Artificial intelligence is an important ally in the development of this sector. Intelligent systems help making games more fun, more challenging and increasing immersion. Either in NPCs within the universe of an RPG where the player takes missions and sells his items or in an enemy that the player must defeat.Intelligent systems are excellent controllers of digital agents and depending on the algorithm can generate adaptive behaviors that increase immersion and difficulty for the player.<\/p><figure class=\"ke kf kg kh ki hw fi fj paragraph-image\"><div class=\"ij ik ah il w im\" tabindex=\"0\" role=\"button\"><div class=\"fi fj lw\"><div class=\"ir s ah is\"><div class=\"lx iu s\"><div class=\"eg in fs ex eu io w dz ip iq\">\u00a0<\/div><p><img loading=\"lazy\" decoding=\"async\" class=\"sw tn fs ex eu io w c aligncenter\" src=\"https:\/\/miro.medium.com\/max\/4326\/1*Txfvba_ydxQPolY0bWT3Pg.png\" sizes=\"700px\" srcset=\"https:\/\/miro.medium.com\/max\/276\/1*Txfvba_ydxQPolY0bWT3Pg.png 276w, https:\/\/miro.medium.com\/max\/552\/1*Txfvba_ydxQPolY0bWT3Pg.png 552w, https:\/\/miro.medium.com\/max\/640\/1*Txfvba_ydxQPolY0bWT3Pg.png 640w, https:\/\/miro.medium.com\/max\/700\/1*Txfvba_ydxQPolY0bWT3Pg.png 700w\" alt=\"Image for post\" width=\"611\" height=\"430\" \/><\/p><\/div><\/div><\/div><\/div><figcaption class=\"iy iz fk fi fj ja jb av b aw ax eq\" data-selectable-paragraph=\"\">Go Game Board<\/figcaption><\/figure><h1 id=\"3708\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">3. Games and Artificial Intelligence<\/h1><p id=\"fe88\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy lm\" data-selectable-paragraph=\"\"><span class=\"s ia ln lo dg lp lq lr ls lt ah\">T<\/span>his assistance is a two-way street, as research in the field of artificial intelligence can also benefit and evolve with the help of games. So much so that in the history of the evolution of artificial intelligence it is possible to find several moments in which games were involved. As in 1994 when IBM\u2019s Deep Blue computer defeated hitherto current chess champion Garry Kasparov [8]. Or more recently, in 2016 when DeepMind\u2019s AlphaGo won the then Go champion Lee Sedol, with Go being a highly complex game [7]. These were notable moments for the advancement of artificial intelligence, as both games until then were in the human domain. However, even so, the systems used were specialist systems, developed only to play chess and only to play go.<\/p><h1 id=\"1d3c\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">4. Digital Games and Artificial Intelligence<\/h1><p id=\"cf50\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy lm\" data-selectable-paragraph=\"\"><span class=\"s ia ln lo dg lp lq lr ls lt ah\">A<\/span>nd it doesn\u2019t stop there, more recently OpenAI beat a professional Dota 2 player with its AI Open Five [3]. And DeepMind with its AlphaStar system not only beat professional StarCraft 2 players but also reached the Grandmaster level in the game, the highest level a player can have [1, 2]. The AlphaStar system is still present in the game, and players can play against it in an ordinary game, without even realizing that they are playing against an AI.<\/p><p id=\"88ac\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">A little earlier, in 2013 DeepMind published a work in which an algorithm called deep reinforcement learning was developed. Being able to play several different Atari games, this was considered by many to be the first step towards general AI [4].<\/p><p id=\"2df3\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">All these feats involving digital games are important milestones in the advancement of AI, as games like Dota 2 and StarCraft 2 have a complex and dynamic environment, in addition to the ability to reason quickly, it also takes a lot of creativity to reach the highest levels of these games. In addition, they are games with a large audience and competitive events, which attract many players with unique skills.<\/p><figure class=\"ke kf kg kh ki hw fi fj paragraph-image\"><div class=\"ij ik ah il w im\" tabindex=\"0\" role=\"button\"><div class=\"fi fj ly\"><div class=\"ir s ah is\"><div class=\"it iu s\"><div class=\"eg in fs ex eu io w dz ip iq\">\u00a0<\/div><p><img loading=\"lazy\" decoding=\"async\" class=\"sw tn fs ex eu io w c aligncenter\" src=\"https:\/\/miro.medium.com\/max\/4096\/1*4RG51ynCEohtcR1wXegcaQ.png\" sizes=\"700px\" srcset=\"https:\/\/miro.medium.com\/max\/276\/1*4RG51ynCEohtcR1wXegcaQ.png 276w, https:\/\/miro.medium.com\/max\/552\/1*4RG51ynCEohtcR1wXegcaQ.png 552w, https:\/\/miro.medium.com\/max\/640\/1*4RG51ynCEohtcR1wXegcaQ.png 640w, https:\/\/miro.medium.com\/max\/700\/1*4RG51ynCEohtcR1wXegcaQ.png 700w\" alt=\"Image for post\" width=\"367\" height=\"367\" \/><\/p><\/div><\/div><\/div><\/div><figcaption class=\"iy iz fk fi fj ja jb av b aw ax eq\" data-selectable-paragraph=\"\">Creeper of Minecraft<\/figcaption><\/figure><h1 id=\"a958\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">5. Digital game environments for AI application<\/h1><p id=\"c38c\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy lm\" data-selectable-paragraph=\"\"><span class=\"s ia ln lo dg lp lq lr ls lt ah\">T<\/span>he interest in research in this environment and its benefits led to the development of tools for these applications, such as Project Malmo, an API for the application of intelligent systems in the Minecraft Game environment [5]. This API is excellent because it facilitates the work of the developer\/researcher by facilitating the application of the system in several programming languages. The Minecraft game environment is highly dynamic and configurable, making it possible to build the most varied types of challenges and experiments.<\/p><p id=\"397e\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">The Unity game engine, widely used by game companies and developers, entered this medium and developed Machine Learning tools to assist researchers and developers [6]. Unity, even with the goal of game development, was already widely used to create environments for experiments. This is because it is a very powerful and simple tool to learn. The only negative point for some is that the tool only uses the C # programming language.<\/p><h1 id=\"3fa3\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">6. IA vs. IA competitions<\/h1><p id=\"873f\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy lm\" data-selectable-paragraph=\"\"><span class=\"s ia ln lo dg lp lq lr ls lt ah\">T<\/span>he enthusiasm in this area of research and development has grown so much that competitions between intelligent systems playing digital games like the ones already mentioned StarCraft and Minecraft have emerged [9, 10, 11]. In these competitions, the AI play against each other, as in e-sports competitions, very popular today. In addition to being fun, these events help in the development of the area, disseminating and bringing more and more enthusiasts to the research field.<\/p><figure class=\"ke kf kg kh ki hw fi fj paragraph-image\"><div class=\"ij ik ah il w im\" tabindex=\"0\" role=\"button\"><div class=\"fi fj lu\"><div class=\"ir s ah is\"><div class=\"it iu s\"><div class=\"eg in fs ex eu io w dz ip iq\">\u00a0<\/div><p><img loading=\"lazy\" decoding=\"async\" class=\"sw tn fs ex eu io w c aligncenter\" src=\"https:\/\/miro.medium.com\/max\/1920\/1*MWmMyJnXcJU2zfK3Z-IpOQ.png\" sizes=\"700px\" srcset=\"https:\/\/miro.medium.com\/max\/276\/1*MWmMyJnXcJU2zfK3Z-IpOQ.png 276w, https:\/\/miro.medium.com\/max\/552\/1*MWmMyJnXcJU2zfK3Z-IpOQ.png 552w, https:\/\/miro.medium.com\/max\/640\/1*MWmMyJnXcJU2zfK3Z-IpOQ.png 640w, https:\/\/miro.medium.com\/max\/700\/1*MWmMyJnXcJU2zfK3Z-IpOQ.png 700w\" alt=\"Image for post\" width=\"317\" height=\"317\" \/><\/p><\/div><\/div><\/div><\/div><figcaption class=\"iy iz fk fi fj ja jb av b aw ax eq\" data-selectable-paragraph=\"\">Two Swords<\/figcaption><\/figure><h1 id=\"2a0a\" class=\"kl km gc av kn ko kp jh kq kr ks jl kt ku kv kw kx ky kz la lb lc ld le lf lg gy\" data-selectable-paragraph=\"\">7. Next<\/h1><p id=\"1783\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy\" data-selectable-paragraph=\"\">The applications for these researches go far beyond digital games and their huge market. Since the games can function as a first environment, more controllable, economical, and with a quick application of experiments. This is one of the reasons why this field has developed so much and attracted so many researchers. There is still much to create, many techniques and theories and algorithms to be developed and tested. And in the middle of it all, many discoveries to be made.<\/p><p id=\"5222\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">What if using techniques and methods based on biology and theories of psychology to develop algorithms for intelligent systems, we were able to create a complex system capable of learning to play several different games?<\/p><p id=\"3041\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">To the next time!<\/p><blockquote class=\"ka kb kc\"><p id=\"7418\" class=\"jc jd kd je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">H\u00e9llen Caroline Salvato<br \/>Salvato H. C. (2020) \u201cThe Importance of Digital Games in the Advancement of Artificial Intelligence\u201d, Artificial Life Game Code. Available at &lt;<a href=\"https:\/\/carolsalvato.com\/index.php\/2021\/03\/09\/the-importance-of-digital-games-in-the-advancement-of-artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">https:\/\/carolsalvato.com\/index.php\/2021\/03\/09\/the-importance-of-digital-games-in-the-advancement-of-artificial-intelligence\/<\/a>&gt;.<\/p><\/blockquote><h2 id=\"6d1e\" class=\"lz km gc av kn ma mb mc kq md me mf kt mg mh mi kx mj mk ml lb mm mn mo lf mp gy\" data-selectable-paragraph=\"\">References:<\/h2><p id=\"e1dd\" class=\"jc jd gc je b jf lh jh ji jj li jl jm jn lj jp jq jr lk jt ju jv ll jx jy jz dc gy\" data-selectable-paragraph=\"\">[1] AlphaStar:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/deepmind.com\/blog\/article\/alphastar-mastering-real-time-strategy-game-starcraft-ii<\/a><\/p><p id=\"8e52\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[2] AlphaStar:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/deepmind.com\/blog\/article\/AlphaStar-Grandmaster-level-in-StarCraft-II-using-multi-agent-reinforcement-learning<\/a><\/p><p id=\"f92b\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[3] Open Five:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/openai.com\/projects\/five\/<\/a><\/p><p id=\"4fcb\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[4] Playing Atari with Deep Reinforcement Learning:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/pdf\/1312.5602v1.pdf<\/a><\/p><p id=\"9e2c\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[5] A plataforma de Malmo para experi\u00eancias de intelig\u00eancia artificial:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/www.ijcai.org\/Proceedings\/16\/Papers\/643.pdf.<\/a><\/p><p id=\"0ec6\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[6] Unidade: uma plataforma geral para agentes inteligentes:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/arxiv.org\/pdf\/1809.02627.pdf<\/a><\/p><p id=\"8942\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[7] AlphaGo:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/deepmind.com\/research\/case-studies\/alphago-the-story-so-far<\/a><\/p><p id=\"5337\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[8] Deep Blue:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/www.researchgate.net\/publication\/222544943_Deep_blue<\/a><\/p><p id=\"005f\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[9] CrowdAI (Marlo):\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/www.crowdai.org\/challenges\/marlo-2018.<\/a><\/p><p id=\"007c\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[10] Torneio SSCAI:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/sscaitournament.com\/<\/a><\/p><p id=\"e991\" class=\"jc jd gc je b jf jg jh ji jj jk jl jm jn jo jp jq jr js jt ju jv jw jx jy jz dc gy\" data-selectable-paragraph=\"\">[11] Destino:\u00a0<a class=\"bq kk\" href=\"https:\/\/www.blogger.com\/blog\/post\/edit\/793539291693222448\/5939231038472259345#\" rel=\"noopener nofollow\">https:\/\/www.crowdai.org\/challenges\/visual-doom-ai-competition-2018-singleplayer-track-1.<\/a><\/p><p data-selectable-paragraph=\"\">Images CC0 por 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that add fun and innovation to all fields in which they are [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1627,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_canvas","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[26,29,27,19,28,30,1],"tags":[12,10,9,16,15,6,14,17,18,7,8,13,11],"class_list":["post-2685","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-for-games","category-artificial-cognition","category-artificial-intelligence","category-game-development","category-machine-learning","category-natural-computing","category-uncategorized","tag-ai-for-games","tag-ai-play","tag-ai-play-games","tag-algamecode","tag-algc","tag-artificial-intelligence","tag-artificial-life","tag-artificial-life-game-code","tag-carol-salvato","tag-cognitive-systems","tag-games","tag-intelligent-systems","tag-machine-learning"],"yoast_head":"<!-- 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