{"id":199537,"date":"2017-06-17T14:09:38","date_gmt":"2017-06-17T18:09:38","guid":{"rendered":"http:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/microsofts-new-ai-reaches-high-score-in-ms-pac-man-the-merkle\/"},"modified":"2017-06-17T14:09:38","modified_gmt":"2017-06-17T18:09:38","slug":"microsofts-new-ai-reaches-high-score-in-ms-pac-man-the-merkle","status":"publish","type":"post","link":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/ai\/microsofts-new-ai-reaches-high-score-in-ms-pac-man-the-merkle\/","title":{"rendered":"Microsoft&#8217;s New AI Reaches High Score in Ms. Pac-Man &#8211; The Merkle"},"content":{"rendered":"<p><p>    There appears to be a rather strange correlation between    artificial intelligence and gaming right now. We have seen AIs    take on players in Go, and Microsoft is now tackling the    infamous Ms. Pac-Man game. Their new AI has claimed the top    score in this particular game, which makes it four times better    than the top-ranking human player. All of this shows us humans    are not necessarily the greatest at video games,    unfortunately.  <\/p>\n<p>    It is not entirely surprising to learn artificial    intelligence solutions are better at playing    particular video games compared to most humans. After all, we    humans are great at doing several things quite well, whereas an    AI can excel at doing just one thing better than anything else.    In this particular case, Microsofts new AI has thrashed all    human players when it comes to Ms. Pac-Man, as it successfully    reached the top score possible. An impressive feat, although    some people may not be too happy about it.  <\/p>\n<p>    To put this news into perspective, reaching the        top score in Ms. Pac-Man is no easy    feat, not even for an AI. In fact, experts felt his particular    game is the hardest to beat for an artificial intelligence.    There is a lot going on at the same time, and the circumstances    of the game can shift around quite a bit. Interestingly enough,    Microsofts concoction was more than capable of handling the    pressure and made playing the game look like a walk in the    park.  <\/p>\n<p>    The AI in question is developed by Maluuba, a Canadian    deep learning startup owned by Microsoft. The company was    acquired earlier in 2017, and it appears Microsoft has made a    smart move in doing so. Beating the Ms. Pac-Man game is the    companys first major feat, but it certainly is one that will    go down in the history books. In comparison, the best human    player to date scored four times fewer points in the    game.  <\/p>\n<p>    Under the hood, the AI used a method described as Hybrid    Reward Architecture. It is a combination of reinforcement    learning algorithms. By training around 150 individual AI    agents to work together in parallel, the team successfully    ensured its creation could reach the top score. All agents were    rewarded for eating pellets, whereas others were trained to    avoid ghosts. Combining all of these experiences into one    project lead to this unexpected success.  <\/p>\n<p>    The world of video games is slowly being dominated by    artificial intelligence these days. Googles        AlphaGothrashed the world champion not    too long ago and promptly announced retirement. Now that    Microsofts project has beaten Ms. Pac-Man, it is doubtful the    AI will play this game ever again. Once the maximum result is    achieved, there is no reason for these AI creations to keep    playing the same game, as there is no further room for    significant improvement.  <\/p>\n<p>    The fact an AI can defeat a rather unpredictable game    with such ease is rather telling, though. It is evident    artificial intelligence is incredibly powerful at this stage,    at least where these single-player games are concerned. It will    take some time until we see an AI be successful in competitive    multiplayer games, though, but it may happen at some    point.  <\/p>\n<p>    If you liked this article, follow us on Twitter    @themerklenews and make sure to subscribe to our newsletter to    receive the latest bitcoin, cryptocurrency, and technology    news.  <\/p>\n<p><!-- Auto Generated --><\/p>\n<p>See more here: <\/p>\n<p><a target=\"_blank\" rel=\"nofollow\" href=\"https:\/\/themerkle.com\/microsofts-new-ai-reaches-high-score-in-ms-pac-man\/\" title=\"Microsoft's New AI Reaches High Score in Ms. Pac-Man - The Merkle\">Microsoft's New AI Reaches High Score in Ms. Pac-Man - The Merkle<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p> There appears to be a rather strange correlation between artificial intelligence and gaming right now.  <a href=\"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/ai\/microsofts-new-ai-reaches-high-score-in-ms-pac-man-the-merkle\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[187743],"tags":[],"class_list":["post-199537","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/posts\/199537"}],"collection":[{"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/comments?post=199537"}],"version-history":[{"count":0,"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/posts\/199537\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/media?parent=199537"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/categories?post=199537"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.euvolution.com\/prometheism-transhumanism-posthumanism\/wp-json\/wp\/v2\/tags?post=199537"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}