Page 100 - PC Gamer - UK (February 2020)
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                                                                                                                                       Alphabet’s CEO
                                                                                                                                       Sundar Pichai      Photo by Google






                                            GG, ROBOT






                   How a team of AI researchers took on all comers at StarCraft II


                           nyone who’s played a single-player             videogames, something perhaps unsurprising since its CEO is
                           videogame recently – and the chances           one Demis Hassabis, who readers with long memories might
                           are you have – will appreciate the very        recall. Having contributed some level design to Bullfrog’s
                           special kind of artificial stupidity            Syndicate (1993), Hassabis became co-designer and lead
             A necessary to make you feel like you’re                     programmer on 1994’s Theme Park, which went on to sell ten
             getting a decent challenge, but that it was your finely       million copies. He was 17 at the time.                        Play to
             honed skills that finally allowed you to triumph rather          AlphaStar runs on Google’s proprietary tensor processing   learn
             than pre-programmed flaws in AI strategy.                     units (TPUs), which are application-specific integrated circuits
                                                                                                                                        In 2018, Elon
                                                                          (ASICs) developed specifically for neural network machine     Musk’s OpenAI
             Putting up a stiff challenge without cheating – no reading the   learning. These are the same chips that form the back-end    think-tank
             player’s inputs, reacting to the first frame of an attack or   of services such as Google Photos, where one can process    showed that an
             psychically knowing where his units are – is a difficult thing to   over 100 million photos a day, and Google Street View, where   AI could develop
             code. But what if you wanted your AI to crush all its enemies   they, impressively, extracted all of the text in the Street View   skills just for the
                                                                                                                                        love of curiosity
             and see them driven before it? Perhaps becoming good         database in less than five days.                              rather than for
             enough at a game to be in the top 98 per cent of players? All   The use of the word ‘tensor’ naturally throws up           explicit rewards.
             without cheating? That would be even more difficult.         comparisons to the tensor cores that enable DLSS in Nvidia’s   Taught to be
                A team from Google has done it, however. The AlphaStar    RTX GPUs, but compared to the graphics chip, TPUs are less    curious, with
                                                                                                                                        a drive to
             AI from DeepMind triumphed over puny humans in a series of   precise and lack any hardware for texturing and rasterisation
                                                                                                                                        experience new
             blind games (the meatbags had no idea they were playing      but can rattle through high volumes of computation at a       things, the AI
             against an AI) of StarCraft II on Battle.net. It did rather well,   remarkable rate. Google deploys its third-generation TPUs in   preferred to
             achieving Grandmaster level and out-performing 99.8 per      pods of up to 1,024 chips. “Each of these pods is now well over   watch TV and
                                                                                                                                        play videogames,
             cent of players on European servers.                         100 petaflops,” said Sundar Pichai, CEO of Google parent
                StarCraft II has emerged by consensus as the next big     company Alphabet, at the company’s annual I/O conference      proving that
                                                                                                                                        these are good
             challenge for AI now that it’s mastered chess, go, and       in Mountain View, California. “This is what allows us to develop   things to do.
             Jeopardy. While IBM’s latest supercomputer takes on the      better [machine learning] models, larger models, more         Or something.
             Cambridge Union in a debate, the DeepMind team chose         accurate models and helps us tackle even bigger problems.



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