Reply to this topicStart new topicStart Poll

> Google¤H¤u´¼¼z¬D¾ÔµÛ¦W³ò´Ñ´Ñ¤â, AlphaGo vs §õ¥@乭
Pearltea
µoªí©ó¡G Mar 9 2016, 04:22 ¡@µû»ù¡G+4
Quote Post


¥|«~©x
*********

µoªí¼Æ¡G 1,289
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 9-22-2003

¬¡ÅD¡G5
Án±æ¡G614


BG: http://www.ettoday.net/news/20160308/658975.htm

For anyone who is interested:

Watch live now for Match 1 (Match 1 to be played on: 9th March 13:00 KST (local), 04:00 GMT; note for US viewers this is the day before on: 8th March 20:00 PT, 23:00 ET.)


¥»½g¤å³¹¤w³Q Pearltea ©ó Mar 9 2016, 04:28 ½s¿è¹L
PMEmail Poster
Top
¸ÕÅç±b¸¹2
µoªí©ó¡G Mar 9 2016, 06:34 ¡@
Quote Post


¤»«~©x
*******

µoªí¼Æ¡G 652
©ÒÄݸs²Õ¡G ¤@¯ë
µù¥U¤é´Á¡G 10-08-2014

¬¡ÅD¡G4
Án±æ¡G363


AI was failed to defeat human in Go(game) in previous history, and that's why this match is attractive. Although an European Champion, Fan(¼Ô¾£) who played against AlphaGo results a fatal loss of 0-5, Fan was merely an amatuer player compare with Asian level. Apparently, only South Korea, China, Taiwan and Japan are actually professional. However, AI defeats human is believed to be just a question of time. It will not means the end of a game when human were proved to be defeated, e.g. Xiangqi, Chess etc. Those fans still love their game. Even though Lee(§õ¥@¥Û) managed to victory this time, if he lose one or two rounds overall, it will means AI is very close to defeat human, may be within two years.
PMEmail Poster
Top
®}¤¸ª½
µoªí©ó¡G Mar 9 2016, 09:04 ¡@
Quote Post


Åu§Ý­º»â
************

µoªí¼Æ¡G 7,909
©ÒÄݸs²Õ¡G §g¥D
µù¥U¤é´Á¡G 9-18-2003

¬¡ÅD¡G64
Án±æ¡G4175


QUOTE
Even though Lee(§õ¥@¥Û) managed to victory this time

No he didn't.


--------------------
......
PMEmail Poster
Top
¸ÕÅç±b¸¹2
µoªí©ó¡G Mar 9 2016, 12:45 ¡@
Quote Post


¤»«~©x
*******

µoªí¼Æ¡G 652
©ÒÄݸs²Õ¡G ¤@¯ë
µù¥U¤é´Á¡G 10-08-2014

¬¡ÅD¡G4
Án±æ¡G363


QUOTE (®}¤¸ª½ @ Mar 9 2016, 09:04 )
QUOTE
Even though Lee(§õ¥@¥Û) managed to victory this time

No he didn't.

finally...
PMEmail Poster
Top
Pearltea
µoªí©ó¡G Mar 10 2016, 05:13 ¡@µû»ù¡G+1
Quote Post


¥|«~©x
*********

µoªí¼Æ¡G 1,289
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 9-22-2003

¬¡ÅD¡G5
Án±æ¡G614


[Âà¸ü]AlphaGo赢¤F¡A¦ý§Ú§ä¨ì¤F¥¦ªº两个¡§®z点¡¨


 
¨¦ºq¤H¤u´¼¯à¡]AI¡^µ{§ÇAlphaGo围´Ñ°f转战败§õ¥@乭¤E¬qªº®ø®§让¤H颇为¾_Õa¡A¤j©I¡§³Ì¦Zªº骄¶Æ¡¨¤]丧¥¢¤F¡CÚÌ实¡A¦b«Ü¦h¨Æ±¡¤W¡A¤H¤u´¼¯à³£¯àû{¥N´À¤H类来§¹¦¨¡C¦ý´N¤µ¤Ñ这§½¡§¥@纪围´Ñ¡¨¤§战来说¡A Ð`负¦b´Ñ盘¤§¥~¡C©ÎªÌ说¡AAlphaGoªºÐ`§Q¦}没¦³¯«©_¨ì¥i¥H说¡§¤H¤u´¼¯à战Ð`¤H类¡¨¡C
 
 
¤@¡B计ºâ¤OüL势½V压
¦bAlphaGoªº¨t统¤W¡A开发团队¨Ï¥Î¤F§ó¤jªº计ºâÉóÊI络¡X¡X¥]¬A170个GPU©M1200个标­ãCPU¡C结¦X»X¯S¥d¬¥·j¯Áºâªk¡AAlphaGo¯àû{¬Ý¨ìªº¥i¯à©Ê¨«ªk²M´·¦Ó¥þ­±¡A纯计ºâªº¤è¦¡¦P时ÁקK¤F¥¢误ªº¥i¯à¡C计ºâÉó¤@¤À钟ªº计ºâ¶q¡]实战¤¤AlphaGo«e´Á¨B时约1¤À钟¡^¡A¤H脑¤]许»Ý­n¥b¤p时¬Æ¦Ü§ó¦h¡C
¦ÓÕu·jª¯CEOªí¥Ü¡A¦p¤µAlphaGoªº°t¸m¤w¦³¤FÌå¤jªº§ïµ½¡A¨ä¤¤GPU达¨ì2000¥H¤W¡C¤]´N¬O说¡AAlphaGo拥¦³¤F这个¥ýú¨ªºÉ¬势条¥ó¡A¦b¨«¤l¤Wªºªí现¤]¤£¨¬为©_¡C¦bAlphago¤§«e¡A¤]¤w经¦³¦hÏú纯计ºâ软¥ó战Ð`´Ñ¤O°ªüLªº¤H类选¤â¡C
从¤µ¤Ñªº对§½来¬Ý¡AAlphaGo¡]执¥Õ¡^«D±`¾Õ长ªñ¨­¦×·i¡A¥i见¨ä§½³¡计ºâ¤§ºë±K¡C
 
 
¤G¡B¤£À´¤j§½谋¦E¡A§Î势§P断¤´¥¼¬ð¯}
AlphaGo©M§õ¥@乭¤µ¤Ñªº对§½¤¤¡A«e´Á§õ¥@乭¨Ï¥Î¤j规¼Ò¥¬§½ªº§@战¤è¦¡¡A§Î势¤W°¸¦³领¥ý¡C¦ý¬O¡A§Î势属虚¡A¦b¦Z来ªñ¨­¦×·iªº过µ{¤¤¡AAlphaGo¤ñ§õ¥@乭­n¤¿²r¡C¤ñ¦p¤U图¡A¶Â´Ñ¦b¥ª¤U¤è©w«¬时¡A¥Õ¤l¦^¨ì¤W¤è¬D¨Æ¡A«D±`顽üL¡A©Ò¥H¶Â¤l¤~会³Q¥Õ¤l«õ¨«¤@块¤S¤@块¡C
 
 
¦ý¬O¡A这ý©说©ú计ºâÉóµ{§Ç对¤_¥¬§½还没学会¡C¥¬§½变数¤ñ应þÓ­n¦h¡A§Î势­n虚¡A§P断¨Ì赖´Ñ·P¡C¦b这¤@点¤W¡AAlphaGo¤´µMÊ^现¥X¤F电脑ªº®z点¡C¥j¤O¤E¬qªí¥Ü¡AAlphaGo对«p势¡]¥~势¡^ªº§P断没¦³·d²M·¡¡C
¦Ó«ê¦n¡A§õ¥@乭ªºüL项©M®z项³£©MAlphaGoªº¯S©Ê对¤W¤F¡C¡§¤¤国围´Ñ²Ä¤@¤H¡¨¬_Ï¡¤E¬q¤ÀªR称¡G¡§§õ¥@乭ªºüL项¬O¦Z¥b盘ªºÂ½盘¯à¤O¡A¥¬§½则¬O§õ¥@乭³Ì®tªº¦a¤è¡A§P断¤O¤]¤£¬O¤Ó¦n¡A这对¤_AlphaGo来说¬O个­«¤j§Q¦n¡A¦]为计ºâÉó¤@¯ë来说¤]¬OüL¦b¦Z¥b盘¡C¡¨
¤T¡BAlphaGo¦b进¨ú¡A¦ý§ó¦hªº¬O¤Ï应
¨ì¤F¤¤盘¡A尽ºÞ¶Â¤è¤w经©w势¡A¦ýAlphaGo«D±`进¨ú¡A¥H­P¶Â¤è¥¼¯à§¤实ɬ势¡C这¬OAlphaGoªí现ɬ¨qªº¤@­±¡C¦]为«ö²z说¡A­n¯}这Ïú§Î势»Ý­n§ä¨ì³Ìɬªº§®¤â¡A¥i见AlphaGoªº»X¯S¥d¬¥·j¯Áºâªkªº­ãÚ̫צ³¤FÌå¤jªº´£°ª¡C
¤£过¡A AI¥Ø«e¥u¯à¦b¯S©w场´º¤U¡A¿í´`规则产¥Í¯S©wªº结ªG¡C¦b¦¹对§½¤¤¡AAlphaGo虽µM执¥Õ属¦Z¤â¡A¦ý°ò¥»ÆÓªk抢±o¥ý¤â¡A¤]«Ü¤Ö¯àû{¥D导§½­±§Î势ªº变¤Æ¡A§ó¦hªº¬O顺þÓ对¤è¨«¡Aª½¨ì对¤â¥¢误¡C
±ä¤j¤¸¤E¬q¦b对§½结§ô时ªí¥Ü¡AAlphaGoªºªí现¥O¤H¦YÕa¡A¦ý¤H¤u´¼¯àÉO¤H类¥»质¤W还没¦³¤À¥XÐ`负¡C´N«Ù´Ñ¦Ó¨¥¡A§C¤â¤ñ´Ñ谱¡AüL¤â¤ñ计ºâ¡A°ª¤â¤ñ´Ñ²z¡C
§Ú们¤£¯à§_认AlphaGo¦b¤H¤u´¼¯à¤W¨ú±oªº¬ð¯}¡A¤H¤u´¼¯àªºÎ`杂©Ê©M艰¥¨©Ê¤£¨¥¦Ó³ë¡A¥¦ªº¨C¤@¤p¨B³£·N¨ýþÓ¤H类¬ì学迈¥Xªº¤@¤j¨B¡A§Y«K¥¦还¬O这¤\¡§Äø¡¨¡A§Ú们¤´为¥¦欢ªY¹ª»R¡C
_________________________________________________________________

Match 2: Watch Live now  (Seoul, South Korea at 13:00 KST; 04:00 GMT-1 day (8th March) 20:00 PT, 23:00 ET)



¥»½g¤å³¹¤w³Q Pearltea ©ó Mar 10 2016, 05:14 ½s¿è¹L
PMEmail Poster
Top
®}¤¸ª½
µoªí©ó¡G Mar 11 2016, 04:34 ¡@µû»ù¡G+2
Quote Post


Åu§Ý­º»â
************

µoªí¼Æ¡G 7,909
©ÒÄݸs²Õ¡G §g¥D
µù¥U¤é´Á¡G 9-18-2003

¬¡ÅD¡G64
Án±æ¡G4175


QUOTE (Pearltea @ Mar 9 2016, 22:13 )

[Âà¸ü]AlphaGo赢¤F¡A¦ý§Ú§ä¨ì¤F¥¦ªº两个¡§®z点¡¨


 
¨¦ºq¤H¤u´¼¯à¡]AI¡^µ{§ÇAlphaGo围´Ñ°f转战败§õ¥@乭¤E¬qªº®ø®§让¤H颇为¾_Õa¡A¤j©I¡§³Ì¦Zªº骄¶Æ¡¨¤]丧¥¢¤F¡CÚÌ实¡A¦b«Ü¦h¨Æ±¡¤W¡A¤H¤u´¼¯à³£¯àû{¥N´À¤H类来§¹¦¨¡C¦ý´N¤µ¤Ñ这§½¡§¥@纪围´Ñ¡¨¤§战来说¡A Ð`负¦b´Ñ盘¤§¥~¡C©ÎªÌ说¡AAlphaGoªºÐ`§Q¦}没¦³¯«©_¨ì¥i¥H说¡§¤H¤u´¼¯à战Ð`¤H类¡¨¡C
 
 
¤@¡B计ºâ¤OüL势½V压
¦bAlphaGoªº¨t统¤W¡A开发团队¨Ï¥Î¤F§ó¤jªº计ºâÉóÊI络¡X¡X¥]¬A170个GPU©M1200个标­ãCPU¡C结¦X»X¯S¥d¬¥·j¯Áºâªk¡AAlphaGo¯àû{¬Ý¨ìªº¥i¯à©Ê¨«ªk²M´·¦Ó¥þ­±¡A纯计ºâªº¤è¦¡¦P时ÁקK¤F¥¢误ªº¥i¯à¡C计ºâÉó¤@¤À钟ªº计ºâ¶q¡]实战¤¤AlphaGo«e´Á¨B时约1¤À钟¡^¡A¤H脑¤]许»Ý­n¥b¤p时¬Æ¦Ü§ó¦h¡C
¦ÓÕu·jª¯CEOªí¥Ü¡A¦p¤µAlphaGoªº°t¸m¤w¦³¤FÌå¤jªº§ïµ½¡A¨ä¤¤GPU达¨ì2000¥H¤W¡C¤]´N¬O说¡AAlphaGo拥¦³¤F这个¥ýú¨ªºÉ¬势条¥ó¡A¦b¨«¤l¤Wªºªí现¤]¤£¨¬为©_¡C¦bAlphago¤§«e¡A¤]¤w经¦³¦hÏú纯计ºâ软¥ó战Ð`´Ñ¤O°ªüLªº¤H类选¤â¡C
从¤µ¤Ñªº对§½来¬Ý¡AAlphaGo¡]执¥Õ¡^«D±`¾Õ长ªñ¨­¦×·i¡A¥i见¨ä§½³¡计ºâ¤§ºë±K¡C
 
 
¤G¡B¤£À´¤j§½谋¦E¡A§Î势§P断¤´¥¼¬ð¯}
AlphaGo©M§õ¥@乭¤µ¤Ñªº对§½¤¤¡A«e´Á§õ¥@乭¨Ï¥Î¤j规¼Ò¥¬§½ªº§@战¤è¦¡¡A§Î势¤W°¸¦³领¥ý¡C¦ý¬O¡A§Î势属虚¡A¦b¦Z来ªñ¨­¦×·iªº过µ{¤¤¡AAlphaGo¤ñ§õ¥@乭­n¤¿²r¡C¤ñ¦p¤U图¡A¶Â´Ñ¦b¥ª¤U¤è©w«¬时¡A¥Õ¤l¦^¨ì¤W¤è¬D¨Æ¡A«D±`顽üL¡A©Ò¥H¶Â¤l¤~会³Q¥Õ¤l«õ¨«¤@块¤S¤@块¡C
 
 
¦ý¬O¡A这ý©说©ú计ºâÉóµ{§Ç对¤_¥¬§½还没学会¡C¥¬§½变数¤ñ应þÓ­n¦h¡A§Î势­n虚¡A§P断¨Ì赖´Ñ·P¡C¦b这¤@点¤W¡AAlphaGo¤´µMÊ^现¥X¤F电脑ªº®z点¡C¥j¤O¤E¬qªí¥Ü¡AAlphaGo对«p势¡]¥~势¡^ªº§P断没¦³·d²M·¡¡C
¦Ó«ê¦n¡A§õ¥@乭ªºüL项©M®z项³£©MAlphaGoªº¯S©Ê对¤W¤F¡C¡§¤¤国围´Ñ²Ä¤@¤H¡¨¬_Ï¡¤E¬q¤ÀªR称¡G¡§§õ¥@乭ªºüL项¬O¦Z¥b盘ªºÂ½盘¯à¤O¡A¥¬§½则¬O§õ¥@乭³Ì®tªº¦a¤è¡A§P断¤O¤]¤£¬O¤Ó¦n¡A这对¤_AlphaGo来说¬O个­«¤j§Q¦n¡A¦]为计ºâÉó¤@¯ë来说¤]¬OüL¦b¦Z¥b盘¡C¡¨
¤T¡BAlphaGo¦b进¨ú¡A¦ý§ó¦hªº¬O¤Ï应
¨ì¤F¤¤盘¡A尽ºÞ¶Â¤è¤w经©w势¡A¦ýAlphaGo«D±`进¨ú¡A¥H­P¶Â¤è¥¼¯à§¤实ɬ势¡C这¬OAlphaGoªí现ɬ¨qªº¤@­±¡C¦]为«ö²z说¡A­n¯}这Ïú§Î势»Ý­n§ä¨ì³Ìɬªº§®¤â¡A¥i见AlphaGoªº»X¯S¥d¬¥·j¯Áºâªkªº­ãÚ̫צ³¤FÌå¤jªº´£°ª¡C
¤£过¡A AI¥Ø«e¥u¯à¦b¯S©w场´º¤U¡A¿í´`规则产¥Í¯S©wªº结ªG¡C¦b¦¹对§½¤¤¡AAlphaGo虽µM执¥Õ属¦Z¤â¡A¦ý°ò¥»ÆÓªk抢±o¥ý¤â¡A¤]«Ü¤Ö¯àû{¥D导§½­±§Î势ªº变¤Æ¡A§ó¦hªº¬O顺þÓ对¤è¨«¡Aª½¨ì对¤â¥¢误¡C
±ä¤j¤¸¤E¬q¦b对§½结§ô时ªí¥Ü¡AAlphaGoªºªí现¥O¤H¦YÕa¡A¦ý¤H¤u´¼¯àÉO¤H类¥»质¤W还没¦³¤À¥XÐ`负¡C´N«Ù´Ñ¦Ó¨¥¡A§C¤â¤ñ´Ñ谱¡AüL¤â¤ñ计ºâ¡A°ª¤â¤ñ´Ñ²z¡C
§Ú们¤£¯à§_认AlphaGo¦b¤H¤u´¼¯à¤W¨ú±oªº¬ð¯}¡A¤H¤u´¼¯àªºÎ`杂©Ê©M艰¥¨©Ê¤£¨¥¦Ó³ë¡A¥¦ªº¨C¤@¤p¨B³£·N¨ýþÓ¤H类¬ì学迈¥Xªº¤@¤j¨B¡A§Y«K¥¦还¬O这¤\¡§Äø¡¨¡A§Ú们¤´为¥¦欢ªY¹ª»R¡C


§Ú¤£À´³ò´Ñ¡A¦ý¤W­±³o¨Çµû½×¬O²Ä¤@§½ªº¡A²Ä¤G§½¹L«á«Ü¦h¤H»{¬°Alphagoªº§G§½¨ä¹êµ·²@¤£®z¡]·íµM¦¬©x´N§ó±j¡^¡C¤HÃþ°ª¤â²´¤¤ªº¬Y¨Ç¡u½w¤â¡v¡A¨ä¹ê¬O¦]¬°¤HÃþªº¤j§½Æ[¤Ó®z¡A¨S¬ÝÀ´Alphagoªº´Ñ²z¡C

Ãö©óAlphago³Ì¦nªº§Þ³N¤¶²Ð¡]«ü¹q¸£§Þ³N¡A¤£¬O³ò´Ñ§Þ³N¡^¡AÁÙ­n¬Ý¨äÄvª§¹ï¤â¡AFacebook³ò´ÑAI¡u¶Â·t´ËªL¡v¶}µo¤p²Õ­t³d¤H¥Ð²W´Éªº¸ÑŪ¡G
QUOTE
µÛ§@ÅvÂk§@ªÌ©Ò¦³¡C
°Ó·~Âà¸ü½ÐÁpô§@ªÌÀò±o±ÂÅv¡A«D°Ó·~Âà¸ü½Ðµù©ú¥X³B¡C
§@ªÌ¡G¥Ð²W´É
Ãì±µ¡Ghttp://zhuanlan.zhihu.com/yuandong/20607684
¨Ó·½¡Gª¾¥G

³Ìªñ§Ú¥J²Ó¬Ý¤F¤UAlphaGo¦b¡m¦ÛµM¡nÂø»x¤Wµoªíªº¤å³¹¡A¼g¤@¨Ç¤ÀªRµ¹¤j®a¤À¨É¡C

AlphaGo³o­Ó¨t²Î¥D­n¥Ñ´X­Ó³¡¤À²Õ¦¨¡G

1. ¨«´Ñºôµ¸¡]Policy Network¡^¡Aµ¹©w·í«e§½­±¡A¹w´ú/±Ä¼Ë¤U¤@¨Bªº¨«´Ñ¡C
2. §Ö³t¨«¤l¡]Fast rollout¡^¡A¥Ø¼Ð©M1¤@¼Ë¡A¦ý¦b¾A·íÄ묹¨«´Ñ½è¶qªº±ø¥ó¤U¡A³t«×­n¤ñ1§Ö1000­¿¡C
3. ¦ô­Èºôµ¸¡]Value Network¡^¡Aµ¹©w·í«e§½­±¡A¦ô­p¬O¥Õ³ÓÁÙ¬O¶Â³Ó¡C
4. »X¯S¥dù¾ð·j¯Á¡]Monte Carlo Tree Search¡AMCTS)¡A§â¥H¤W³o¤T­Ó³¡¤À³s°_¨Ó¡A§Î¦¨¤@­Ó§¹¾ãªº¨t²Î¡C

§Ú­ÌªºDarkForest©MAlphaGo¦P¼Ë¬O¥Î4·f«Øªº¨t²Î¡CDarkForest¸ûAlphaGo¦Ó¨¥¡A¦b°V½m®É¥[±j¤F1¡A¦Ó¤Ö¤F2©M3¡AµM«á¥H¶}·½³n¥óPachiªº¯Ê¬Ùµ¦²¤ (default policy)³¡¤À´À¥N¤F2ªº¥\¯à¡C¥H¤U¤¶²Ð¤U¦U³¡¤À¡C

1.¨«´Ñºôµ¸¡G
¨«´Ñºôµ¸§â·í«e§½­±§@¬°¿é¤J¡A¹w´ú/±Ä¼Ë¤U¤@¨Bªº¨«´Ñ¡C¥¦ªº¹w´ú¤£¥uµ¹¥X³Ì±jªº¤@¤â¡A¦Ó¬O¹ï´Ñ½L¤W©Ò¦³¥i¯àªº¤U¤@µÛµ¹¤@­Ó¤À¼Æ¡C´Ñ½L¤W¦³361­ÓÂI¡A¥¦´Nµ¹¥X361­Ó¼Æ¡A¦n©Ûªº¤À¼Æ¤ñÃa©Û­n°ª¡CDarkForest¦b³o³¡¤À¦³³Ð·s¡A³q¹L¦b°V½m®É¹w´ú¤T¨B¦Ó«D¤@¨B¡A´£°ª¤Fµ¦²¤¿é¥Xªº½è¶q¡A©M¥L­Ì¦b¨Ï¥Î¼W±j¾Ç²ß¶i¦æ¦Û§Ú¹ï§½«á±o¨ìªº¨«´Ñºôµ¸¡]RL network¡^ªº®ÄªG¬Û·í¡C·íµM¡A¥L­Ì¨Ã¨S¦³¦b³Ì«áªº¨t²Î¤¤¨Ï¥Î¼W±j¾Ç²ß«áªººôµ¸¡A¦Ó¬O¥Î¤Fª½±µ³q¹L°V½m¾Ç²ß¨ìªººôµ¸¡]SL network¡^,²z¥Ñ¬ORL network¿é¥Xªº¨«´Ñ¯Ê¥FÅܤơA¹ï·j¯Á¤£§Q¡C

user posted image

¦³·N«äªº¬O¦bAlphaGo¬°¤F³t«×¤Wªº¦Ò¼{¡A¥u¥Î¤F¼e«×¬°192ªººôµ¸¡A¦Ó¨Ã¨S¦³¨Ï¥Î³Ì¦nªº¼e«×¬°384ªººôµ¸¡]¨£¹Ï2(a))¡A©Ò¥H­n¬OGPU§ó§Ö¤@ÂI¡]©ÎªÌ§ó¦h¤@ÂI¡^¡AAlphaGoªÖ©w¬O·|Åܱo§ó±jªº¡C

©Ò¿×ªº0.1¬í¨«¤@¨B¡A´N¬O¯Âºé¥Î³o¼Ëªººôµ¸¡A¤U¥X¦³³Ì°ª¸m«H«×ªº¦XªkµÛªk¡C³oºØ°µªk¤@ÂI¤]¨S¦³°µ·j¯Á¡A¦ý¬O¤j§½Æ[«D±`±j¡A¤£·|³´¤J§½³¡¾Ô°«¤¤¡A»¡¥¦«Ø¼Ò¤F¡u´Ñ·P¡v¤@ÂI¤]¨S¦³¿ù¡C§Ú­Ì§âDarkForestªº¨«´Ñºôµ¸ª½±µ©ñ¤WKGS´N¦³3dªº¤ô¥­¡AÅý©Ò¦³¤H³£Åå¼Û¤F¤U¡C¥i¥H»¡¡A³o¤@ªi³ò´ÑAIªº¬ð¯}¡A¥D­n±o¯q©ó¨«´Ñºôµ¸ªº¬ð¯}¡C³o­Ó¦b¥H«e¬O¤£¥i·Q¹³ªº¡A¥H«e¥Îªº¬O°ò©ó³W«h¡A©ÎªÌ°ò©ó§½³¡§Îª¬¦A¥[¤W²³æ½u©Ê¤ÀÃþ¾¹°V½mªº¨«¤l¥Í¦¨ªk¡A»Ý­nºCºC½Õ°Ñ¼Æ¦~¡A¤~¦³¶i¨B¡C

·íµM¡A¥u¥Î¨«´Ñºôµ¸°ÝÃD¤]«Ü¦h¡A´N§Ú­Ì¦bDarkForest¤W¬Ý¨ìªº¨Ó»¡¡A·|¤£ÅU¤j¤pµL¿×ª§§T¡A·|µL¿×²æ¥ý¡A¤£ÅU§½³¡¦º¬¡¡A¹ï±þ¥X¿ù¡Aµ¥µ¥¡C¦³ÂI¹³°ª¤â¤£¸g»{¯u«ä¦ÒªºÀH¤â´Ñ¡C¦]¬°¨«´Ñºôµ¸¨S¦³»ù­È§PÂ_¥\¯à¡A¥u¬O¾Ì¡uª½Ä±¡v¦b¤U´Ñ¡A¥u¦³¦b¥[¤F·j¯Á¤§«á¡A¹q¸£¤~¦³»ù­È§PÂ_ªº¯à¤O¡C

2. §Ö³t¨«¤l
¨º¦³¤F¨«´Ñºôµ¸¡A¬°¤°»òÁÙ­n°µ§Ö³t¨«¤l©O¡H¦³¨â­Ó­ì¦]¡A­º¥ý¨«´Ñºôµ¸ªº¹B¦æ³t«×¬O¤ñ¸ûºCªº¡AAlphaGo»¡¬O3²@¬í¡A§Ú­Ì³o¸Ì¤]®t¤£¦h¡A¦Ó§Ö³t¨«¤l¯à°µ¨ì´X·L¬í¯Å§O¡A®t¤F1000­¿¡C©Ò¥H¦b¨«´Ñºôµ¸¨S¦³ªð¦^ªº®É­ÔÅýCPU¤£¶¢µÛ¥ý·j¯Á°_¨Ó¬O«Ü­«­nªº¡Aµ¥¨ìºôµ¸ªð¦^§ó¦nªºµÛªk«á¡A¦A§ó·s¹ïÀ³ªºµÛªk«H®§¡C

¨ä¦¸¡A§Ö³t¨«¤l¥i¥H¥Î¨Óµû¦ô½L­±¡C¥Ñ©ó¤Ñ¤å¼Æ¦r¯ëªº¥i¯à§½­±¼Æ¡A³ò´Ñªº·j¯Á¬O²@µL§Æ±æ¨«¨ì©³ªº¡A·j¯Á¨ì¤@©wµ{«×´N­n¹ï²{¦³§½­±°µ­Ó¦ô¤À¡C¦b¨S¦³¦ô­Èºôµ¸ªº®É­Ô¡A¤£¹³°ê¶H¥i¥H³q¹Lºâ´Ñ¤lªº¤À¼Æ¨Ó¹ï½L­±°µ¤ñ¸ûºë½Tªº¦ô­È¡A³ò´Ñ½L­±ªº¦ô­p±o­n³q¹L¼ÒÀÀ¨«¤l¨Ó¶i¦æ¡A±q·í«e½L­±¤@¸ô¨«¨ì©³¡A¤£¦Ò¼{§Ã¸ô¦aºâ¥X³Ó­t¡AµM«á§â³Ó­t­È§@¬°·í«e½L­±»ù­Èªº¤@­Ó¦ô­p¡C³o¸Ì¦³­Ó»Ý­nÅv¿Åªº¦a¤è¡G¦b¦Pµ¥®É¶¡¤U¡A¼ÒÀÀ¨«¤lªº½è¶q°ª¡A³æ¦¸¦ô­Èºë«×°ª¦ý¨«¤l³t«×ºC¡F¼ÒÀÀ¨«¤l³t«×§Ö¤D¦Ü¨Ï¥ÎÀH¾÷¨«¤l¡AÁöµM³æ¦¸¦ô­Èºë«×§C¡A¦ý¥i¥H¦h¼ÒÀÀ´X¦¸ºâ¥­§¡­È¡A®ÄªG¥¼¥²¤£¦n¡C©Ò¥H»¡¡A¦pªG¦³¤@­Ó½è¶q°ª¤S³t«×§Öªº¨«¤lµ¦²¤¡A¨º¹ï©ó´Ñ¤Oªº´£°ª¬O«D±`¦³À°§Uªº¡C

¬°¤F¹F¨ì³o­Ó¥Ø¼Ð¡A¯«¸gºôµ¸ªº¼Ò«¬´NÅã±o¤ÓºC¡AÁÙ¬O­n¥Î¶Ç²Îªº§½³¡¯S¼x¤Ç°t¡]local pattern matching¡^¥[½u©Ê¦^Âk¡]logistic regression¡^ªº¤èªk¡A³o¿ìªkÁöµM¤£·s¦ý«D±`¦n¨Ï¡A´X¥G©Ò¦³ªº¼s§i±ÀÂË¡AÄv»ù±Æ¦W¡A·s»D±Æ§Ç¡A³£¬O¥Îªº¥¦¡C»P§ó¬°¶Ç²Îªº°ò©ó³W«hªº¤è®×¬Û¤ñ¡A¥¦¦b§l¯Ç¤F²³¦h°ª¤â¹ï§½¤§«á´N¨ã³Æ¤F¥Î±è«×¤U­°ªk¦Û°Ê½Õ°Ñªº¯à¤O¡A©Ò¥H©Ê¯à´£°ª°_¨Ó·|§ó§Ö§ó¬Ù¤ß¡CAlphaGo¥Î³o­Ó¿ìªk¹F¨ì¤F2·L¬íªº¨«¤l³t«×©M24.2%ªº¨«¤l·Ç½T²v¡C24.2%ªº·N«ä¬O»¡¥¦ªº³Ì¦n¹w´ú©M³ò´Ñ°ª¤âªº¤U¤l¦³0.242ªº·§²v¬O­«¦Xªº¡A¬Û¤ñ¤§¤U¡A¨«´Ñºôµ¸¦bGPU¤W¥Î2²@¬í¯à¹F¨ì57%ªº·Ç½T²v¡C³o¸Ì¡A§Ú­Ì´N¬Ý¨ì¤F¨«¤l³t«×©Mºë«×ªºÅv¿Å¡C

1349x564
©M°V½m²`«×¾Ç²ß¼Ò«¬¤£¦P¡A§Ö³t¨«¤l¥Î¨ì¤F§½³¡¯S¼x¤Ç°t¡A¦ÛµM»Ý­n¤@¨Ç³ò´Ñªº»â°ìª¾ÃѨӿï¾Ü§½³¡¯S¼x¡C¹ï¦¹AlphaGo¥u´£¨Ñ¤F§½³¡¯S¼xªº¼Æ¥Ø¡]¨£Extended Table 4)¡A¦Ó¨S¦³»¡©ú¯S¼xªº¨ãÅé²Ó¸`¡C§Ú³Ìªñ¤]¹êÅç¤F¥L­Ìªº¿ìªk¡A¹F¨ì¤F25.1%ªº·Ç½T²v©M4-5·L¬íªº¨«¤l³t«×¡AµM¦Ó¥þ¨t²Î¾ã¦X¤U¨Ó¨Ã¨S¦³´_²{¥L­Ìªº¤ô¥­¡C§Ú·Pı¤W24.2%¨Ã¤£¯à§¹¥þ·§¬A¥L­Ì§Ö³t¨«¤lªº´Ñ¤O¡A¦]¬°¥u­n¨«¿ùÃöÁ䪺¤@¨B¡A§½­±§PÂ_´N§¹¥þ¿ù»~¤F¡F¦Ó¹Ï2(b)§ó¯àÅé²{¥L­Ì§Ö³t¨«¤l¹ï½L­±§Î¶Õ¦ô­pªººë½T«×¡A­n¯à¹F¨ì¥L­Ì¹Ï2(b)³o¼Ëªº¤ô·Ç¡A¤ñ²³æ¦a¤Ç°t24.2%­n°µ§ó¦hªº¤u§@¡A¦Ó¥L­Ì¨Ã¥¼¦b¤å³¹¤¤±j½Õ³o¤@ÂI¡C

user posted image
¦bAlphaGo¦³¤F§Ö³t¨«¤l¤§«á¡A¤£»Ý­n¨«´Ñºôµ¸©M¦ô­Èºôµ¸¡A¤£­É§U¥ô¦ó²`«×¾Ç²ß©MGPUªºÀ°§U¡A¤£¨Ï¥Î¼W±j¾Ç²ß¡A¦b³æ¾÷¤W´N¤w¸g¹F¨ì¤F3dªº¤ô¥­¡]¨£Extended Table 7­Ë¼Æ²Ä¤G¦æ)¡A³o¬O¬Û·í¼F®`ªº¤F¡C¥ô¦ó¨Ï¥Î¶Ç²Î¤èªk¦b³æ¾÷¤W¹F¨ì³o­Ó¤ô¥­ªº³ò´Ñµ{§Ç¡A³£»Ý­nªá¶O¼Æ¦~ªº®É¶¡¡C¦bAlphaGo¤§«e¡AAja Huang´¿¸g¦Û¤v¼g¹L«D±`¤£¿ùªº³ò´Ñµ{§Ç¡A¦b³o¤è­±¬Û«H¬O¦³«Ü¦hªº¿n²Öªº¡C

3. ¦ô­Èºôµ¸

1374x534
AlphaGoªº¦ô­Èºôµ¸¥i¥H»¡¬OÀA¤W²Kªáªº³¡¤À¡A±qFig 2(b)©MExtended Table 7¨Ó¬Ý¡A¨S¦³¥¦AlphaGo¤]¤£·|Åܱo¤Ó®z¡A¦Ü¤ÖÁÙ¬O·|¦b7d-8dªº¤ô¥­¡C¤Ö¤F¦ô­Èºôµ¸¡Aµ¥¯Å¤À¤Ö¤F480¤À¡A¦ý¬O¤Ö¤F¨«´Ñºôµ¸¡Aµ¥¯Å¤À´N·|¤Ö±¼800¦Ü1000¤À¡C¯S§O¦³·N«äªº¬O¡A¦pªG¥u¥Î¦ô­Èºôµ¸¨Óµû¦ô§½­±¡]2177¡^¡A¨º¨ä®ÄªGÁÙ¤£¤Î¥u¥Î§Ö³t¨«¤l¡]2416¡^¡A¥u¦³±N¨â­Ó¦X°_¨Ó¤~¦³§ó¤jªº´£°ª¡C§Úªº²q´ú¬O¡A¦ô­Èºôµ¸©M§Ö³t¨«¤l¹ï½L­±¦ô­p¬O¤¬¸Éªº¡A¦b´Ñ§½¤@¶}©l®É¡A¤j®a¤U±o¤ñ¸û©M®ð¡A¦ô­Èºôµ¸·|¤ñ¸û­«­n¡F¦ý¦b¦³½ÆÂøªº¦º¬¡©Î¬O¹ï±þ®É¡A³q¹L§Ö³t¨«¤l¨Ó¦ô­p½L­±´NÅܱo§ó­«­n¤F¡C

¦Ò¼{¨ì¦ô­Èºôµ¸¬O¾ã­Ó¨t²Î¤¤³ÌÃø°V½mªº³¡¤À¡]»Ý­n¤T¤d¸U§½¦Û§Ú¹ï§½¡^¡A§Ú²q´ú¥¦¬O³Ì±ß°µ¥X¨Ó¨Ã¥B³Ì¦³¥i¯à¯à¶i¤@¨B´£°ªªº¡C

Ãö©ó¦ô­Èºôµ¸°V½m¼Æ¾Úªº¥Í¦¨¡A­È±oª`·Nªº¬O¤å³¹¤¤ªºªþ¿ý¤p¦r³¡¤À¡C»P¨«´Ñºôµ¸¤£¦P¡A¨C¤@½L´Ñ¥u¨ú¤@­Ó¼Ë¥»¨Ó°V½m¥HÁקK¹LÀÀ¦X¡A¤£µM¹ï¦P¤@¹ï§½¦Ó¨¥¿é¤Jµy¦³¤£¦P¦Ó¿é¥X³£¬Û¦P¡A¹ï°V½m¬O«D±`¤£§Qªº¡C³o´N¬O¬°¤°»ò»Ý­n¤T¤d¸U§½¡A¦Ó«D¤T¤d¸U­Ó½L­±ªº­ì¦]¡C¹ï©ó¨C§½¦Û§Ú¹ï§½¡A¨ú¼Ë¥»¬O«Ü¦³Á¿¨sªº¡A¥ý¥ÎSL network«OÃÒ¨«´Ñªº¦h¼Ë©Ê¡AµM«áÀH¾÷¨«¤l¡A¨ú½L­±¡AµM«á¥Î§óºë½TªºRL network¨«¨ì©³¥H±o¨ì³Ì¥¿½Tªº³Ó­t¦ô­p¡C·íµM³o¼Ë°µªº®ÄªG¤ñ¥Î³æ¤@ºôµ¸¬Û¤ñ¦n¦h¤Ö¡A§Ú¤£¦n»¡¡C

¤@­ÓÅý§Ú¦YÅ媺¦a¤è¬O¡A¥L­Ì§¹¥þ¨S¦³°µ¥ô¦ó§½³¡¦º¬¡/¹ï±þ¤ÀªR¡A¯Âºé¬O¥Î¼É¤O°V½mªk°V½m¥X¤@­Ó¬Û·í¤£¿ùªº¦ô­Èºôµ¸¡C³o¦b¤@©wµ{«×¤W»¡©ú²`«×¨÷¿nºôµ¸¡]DCNN¡^¦³¦Û°Ê±N°ÝÃD¤À¸Ñ¦¨¤l°ÝÃD¡A¨Ã¤À§O¸Ñ¨Mªº¯à¤O¡C

¥t¥~¡A§Ú²q´ú¥L­Ì¦b¨ú°V½m¼Ë¥»®É¡A§P©w³Ì²×³Ó­t¥Îªº¬O¤¤°ê³W«h¡C©Ò¥H»¡¤T¤ë©M§õ¥@¥Û¹ï§½ªº®É­Ô¤]­n¨D¥Î¤¤°ê³W«h¡A¤£µM¦pªG´«¦¨§Oªº³W«h¡A´N»Ý­n­«·s°V½m¦ô­Èºôµ¸¡]ÁöµM§Ú¦ô­pµ²ªG®t¶Z¤£·|¤Ó¤j¡^¡C¦Ü©ó¬°¤°»ò¤@¶}©l´N¥Îªº¤¤°ê³W«h¡A§Úªº²q´ú¬O½sµ{«D±`¤è«K¡]§Ú¦b¼gDarkForestªº®É­Ô¤]¬O³o¼Ëı±oªº¡^¡C

4. »X¯S¥dù¾ð·j¯Á

³o³¡¤À°ò¥»¥Îªº¬O¶Ç²Î¤èªk¡A¨S¦³¤Ó¦h¥i¥Hµû½×ªº¡A¥L­Ì¥Îªº¬O±a¥ýÅ窺UCT¡A§Y¥ý¦Ò¼{DCNN»{¬°¤ñ¸û¦nªºµÛªk¡AµM«áµ¥¨ì¨C­ÓµÛªk±´¯Á¦¸¼Æ¦h¤F¡A¿ï¾Ü§ó¬Û«H±´¯Á±o¨Óªº³Ó²v­È¡C¦ÓDarkForest«hª½±µ¿ï¤FDCNN±ÀÂ˪º«e3©Î¬O«e5ªºµÛªk¶i¦æ·j¯Á¡C§Úªì¨B¸ÕÅç¤U¨Ó®ÄªG®t¤£¦h¡A·íµM¥L­Ìªº¿ìªk§óÆF¬¡¨Ç¡A¦b¤¹³\¨Ï¥Î¤j¶q·j¯Á¦¸¼Æªº±¡ªp¤U¡A¥L­Ìªº¿ìªk¥i¥H§ä¨ì¤@¨ÇDCNN»{¬°¤£¦n¦ý«o¹ï§½­±¦ÜÃö­«­nªºµÛªk¡C

¤@­Ó¦³½ìªº¦a¤è¬O¦b¨C¦¸·j¯Á¨ì¸­¤l¸`ÂI®É¡A¨S¦³¥ß§Y®i¶}¸­¤l¸`ÂI¡A¦Ó¬Oµ¥¨ì³X°Ý¦¸¼Æ¨ì¹F¤@©w¼Æ¥Ø(40)¤~®i¶}¡A³o¼ËÁקK²£¥Í¤Ó¦hªº¤À¤ä¡A¤À´²·j¯Áªºª`·N¤O¡A¤]¯à¸`¬ÙGPUªºÄ_¶Q¸ê·½¡A¦P®É¦b®i¶}®É¡A¹ï¸­¸`ÂIªº½L­±¦ô­È·|§ó·Ç½T¨Ç¡C°£¦¹¤§¥~¡A¥L­Ì¤]¥Î¤F¤@¨Ç§Þ¥©¡A¥H¦b·j¯Á¤@¶}©l®É¡AÁקK¦h­Ó½uµ{¦P®É·j¯Á¤@¸ôÅܤơA³o³¡¤À§Ú­Ì¦bDarkForest¤¤¤]ª`·N¨ì¤F¡A¨Ã¥B°µ¤F§ï¶i¡C

5. Á`µ²

Á`ªº¨Ó»¡¡A³o¾ã½g¤å³¹¬O¤@­Ó¨t²Î©Êªº¤u§@¡A¦Ó¤£¬O¤@¨â­Ó¤pÂI¦³¤F¬ð¯}´N¯à¹F¨ìªº³Ó§Q¡C¦b¦¨¥\­I«á¡A¬O§@ªÌ­Ì¡A¯S§O¬O¨â¦ì²Ä¤@§@ªÌDavid Silver©MAja Huang¡A¦b³Õ¤h¶¥¬q¤Î²¦·~¥H«á¤­¦~¥H¤Wªº¿n²Ö¡A«D¤@´Â¤@¤i©Ò¯à§¹¦¨ªº¡C¥L­Ì¯à°µ¥XAlphaGo¨Ã¨É¦³²{¦bªººaÅA¡A¬O¹ê¦Ü¦WÂkªº¡C

±q¥H¤W¤ÀªR¤]¥i¥H¬Ý¥X¡A»P¤§«eªº³ò´Ñ¨t²Î¬Û¤ñ¡AAlphaGo¸û¤Ö¨Ì¿à³ò´Ñªº»â°ìª¾ÃÑ¡A¦ýÁÙ»·¥¼¹F¨ì³q¥Î¨t²Îªºµ{«×¡C¾·~´Ñ¤â¥i¥H¦b¬Ý¹L¤F¹é¹é´X§½¤§«á©ú¥Õ¹ï¤âªº­·®æ¨Ã±Ä¨ú¬ÛÀ³µ¦²¤¡A¤@¦ì¸ê²`¹CÀ¸ª±®a¤]¥i¥H¦bª±¤@­Ó·s¹CÀ¸´X¦¸«á«Ü§Ö¤W¤â¡A¦ý¨ì¥Ø«e¬°¤î¡A¤H¤u´¼¯à¨t²Î­n¹F¨ì¤HÃþ¤ô¥­¡AÁÙ¬O»Ý­n¤j¶q¼Ë¥»ªº°V½mªº¡C¥i¥H»¡¡A¨S¦³¤d¦~¨Ó²³¦h´Ñ¤â¦b³ò´Ñ¤Wªº¿n²Ö¡A´N¨S¦³³ò´ÑAIªº¤µ¤Ñ¡C

¦bAlphaGo¤¤¡A¼W±j¾Ç²ß¡]Reinforcement Learning¡^©Ò§êºtªº¨¤¦â¨Ã¨S¦³·Q¹³¤¤¨º»ò¤j¡C¦b²z·Q±¡ªp¤U¡A§Ú­Ì§Æ±æ¤H¤u´¼¯à¨t²Î¯à¦b¹ï§½¤¤°ÊºA¦a¾AÀ³Àô¹Ò©M¹ï¤âªº©Û¦¡¨Ã¥B§ä¨ì¿ìªk¤Ï¨î¤§¡A¦ý¬O¦bAlphaGo¤¤¼W±j¾Ç²ß§ó¦h¦a¬O¥Î©ó´£¨Ñ§ó¦h½è¶q§ó¦nªº¼Ë¥»¡Aµ¹¦³ºÊ·þ¾Ç²ß¡]Supervised Learning¡^¥H°V½m¥X§ó¦nªº¼Ò«¬¡C¦b³o¤è­±¼W±j¾Ç²ßÁÙ¦³«Üªøªº¸ô­n¨«¡C

¥t¥~¡A¾Ú¥L­Ìªº¤å³¹©Ò¨¥¡AAlphaGo¾ã­Ó¨t²Î¦b³æ¾÷¤W¤w¨ã¦³¤F¾·~¤ô¥­¡A­Y¬O¨¦ºqÄ@·N¶}´X¸U¥x¾÷¾¹©M§õ¥@¥Û¹ï¨M¡]³o¹ï¥¦¨Ó»¡¦A®e©ö¤£¹L¤F¡A§ï­Ó°Ñ¼Æ´N¦æ¡^¡A¬Û«H¤ñÁÉ·|«D±`ºë±m¡C

===========================

¤@¨Ç§ó·s¡C

°ÝÃD1¡G¡uAlphagoªºMCTS°µrolloutªº®É­Ô¡A°£¤F¨Ï¥Î§Ö³t¨«¤l¡AÁ٥ΤF·j¯Á¾ðªº¤w¦³³¡¤À¡A¬Ý°_¨Ó¹³¬OAMAF/RAVE¤Ï¹L¨Ó¡GAMAF¬O§â§Ö³t¨«¤lªº«H®§¶Ç¾É¨ì¾ðªº¨ä¥¦µLÃö³¡¤À¡AAlphago¬O§â¾ðªº¨ä¥¦µLÃö³¡¤À®³¨Ó¼W±j§Ö³t¨«¤l¡C§ÚÃhºÃ³o¬O¤£¬O¥¦´Ñ¤O¤ñ¨ä¥¦DCNN+MCTS±jªº­ì¦]¤§¤@¡C"

³o­Ó¿ìªk¦b¸Ñ¦º¬¡ÃDªº¤å³¹¤¤¥X²{¹L¡A·|¦b¤@©wµ{«×¤W´£°ª·j¯Á®Ä²v¡A¦ý¬O´£°ª¦h¤ÖÁÙ¤£ª¾¹D¡C

°ÝÃD2¡G¡urolloutªº¨«ªk½è¶qÅܦn¥i¯à·|¾É­P´Ñ¤O¤U­°¡C¡v

³o¸Ì­n¤À¨âºØ±¡ªp¡Atree policy©Mdefault policy¡C¦bAlphaGoªº¤å³¹¸Ì­±¤w¸g»¡¹L¤F¡Atree policyªº¤À§G¤£¯à¤Ó¦y¡A¤£µM¦b·j¯Á®É¤Ó¹L­«µø¤@¨Ç¬Ý°_¨Óªº¦nµÛ¡A¥i¯à¨Ï±o´Ñ¤O¤U­°¡C¦ý¬O°£¤F³oºØ­ì¦]¡A¤@¯ë¨Ó»¡tree policyÅܦn´Ñ¤OÁÙ¬O·|Åܱjªº¡C

default policy³oÃä¡A§Y¡]¥b¡^ÀH¾÷¨«¤l¨ì³Ì«áµM«á§P¤À¡A´N«Ü½ÆÂø¤F¡A½è¶qÅܦn¥¼¥²¹ï§½­±¯à¦ô±o§ó·Ç¡Cdefault policy»Ý­n«OÃÒªº¬O¨C¶ô´Ñªº¦º¬¡¤jÅ饿½T¡A¤£­n§â¦ºªº´Ñ¤U¦¨¬¡ªº©ÎªÌ¤Ï¤§¡A¦Ó¹ï¤j§½Æ[ªº­n¨D¤Ï¦Ó¨S¦³¨º»ò°ª¡CÂù¤è§¹¥þ¥i¥H°t¦XµÛ§â¨C¶ô´Ñ¤U§¹¡AµM«áÂà¾Ô¥t¤@¶ô¡A¦Ó¤£¬O»¡·m¦b¹ï¤è«e¥h§O³B¦û¥ý¤â¡C

Alphago¶W¶V³ò´Ñªº·N¸q¦b©ó¨äÅé²{¤F²`«×¨÷¿n¯«¸gºôµ¸¡]DCNN¡^ªº«Â¤O¡C¤W­z¤å³¹Á¿ªº1©M3´N¬O¨Ï¥Î¤FDCNN¡A¨Ï±oAI¦b³ò´Ñ¤W¨ã³Æ¤Fªñ¦ü¤Hªº¾Ç²ß¯à¤O¡A¦ý¤S¦³þÓ»·¶W¹L¤Hªº°O¾Ð¤O©M­pºâ³t«×¡C³o¸ò¦h¦~¥H«e°ê»Ú¶H´Ñ¡B¤¤°ê¶H´ÑAI¨Ì¾a¶Ç²Î³W«h©Êºâªk©M±j¤jºâ¤O¾Ô³Ó¤HÃþ°ª¤â¦³þÓ¥»½è¤£¦P¡C

³oºØºâªk¤§©Ò¥HºÙ爲¯«¸gºôµ¸¡A¬O¦]爲¥¦¼ÒÀÀ¤F¥Íª«¤j¸£¹ï«H¸¹ªº³B²z¤è¦¡¡A¦Ó³o¼Ëªº³B²z¤è¦¡«Ü¾A¦X¥Î¨Ó¤ÀªR¥Rº¡¤£½T©w©Êªº§½­±¡]¥Íª«­±¹ï¦ÛµMÀô¹Ò´N¬O³o¼Ëªº§½­±¡^¡A¤£¹³¶Ç²Î¹q¸£µ{§Ç¥u¯à«ö¬J©w³W«h°µ½T©w©Ê§PÂ_¡C»¡¥¦¶W¶V³ò´Ñ¡A«h¬O¦]爲DCNN¥i¥HÀ³¥Î©ó«Ü¦h³õ´º¡A¤ñ¦p¦Û°Ê¾r¾p¨t²Îªºµøı¿ëÃÑ¡B½ÆÂø¤£½T©w±ø¥ó¤Uªº¨Mµ¦¡B¤j¼Æ¾Ú¤ÀªR¡B¾÷¾¹¤Hªº°Ê§@±±¨îµ¥µ¥¡A³o´N¬O爲¤°»ò«Ü¦h¬ì§Þ¤½¥q·|§ë¸ê³o¼Ëªº¶µ¥Ø¡A¥¦­Ìµ´¤£¶È¶È¬O爲¤F«Å¶Ç§ä¾»ÀY¦Ó¤w¡C

¥t¤@¤è­±¡A¤]¤£¥²¹³¬Y¨Ç¤H¤@¼Ë°ª©I¤Ñºô¨ÓÁ{¡A¼y©¯AlphagoÁÙ¨S¾Ç·|ÁôÂæۤv°½°½¿é´Ñµ¥µ¥¡C­nª¾¹D«e­±»¡Alphago¡u¨ã³Æ¤Fªñ¦ü¤Hªº¾Ç²ß¯à¤O¡A¦ý¤S¦³þÓ»·¶W¹L¤Hªº°O¾Ð¤O©M­pºâ³t«×¡v¶È«ü³ò´Ñ¦Ó¤w¡C³ò´ÑÁöµM¤ñ¶H´Ñ¸õ´Ñµ¥ÅܤƤj±o¦h¡A¦ý»¡¬ï¤F¨ÌµM¬O¤@ºØ³W«h©ú½Tªº´ÑÃþ¡A¤ñ°_¥Íª«¾AÀ³¦ÛµM¬ÉÁÙ¬O²³æ¤F¤Ó¦h¡Cµ´¤£¬O»¡¥u­n¼g¥X¤@ºØDCNNªººâªk´N¯à¥þ­±¹ê²{¤HÃþ¤j¸£ªº¦UºØ¯à¤O¡AAlphagoµy·L§ï¤@§ï©ÎªÌ¥ô¨ä¦Û¦æºt¤Æ´N·|Åܦ¨¶W±jÀÀ¤H´¼¼z¡X¡X³o¥u¬O¤p»¡ªº¾ô¬q¡A¦b²{¹ê¤¤«o¬O¤£¥i¯àªº¡C­nª¾¹D§Y¨Ï¬O¥Íª«¤j¸£¥»¨­¡A¤]¬O³q¹L»õ¸U¦~¶i¤Æ¥X¦UºØ¤£¦Pªºµ²ºc°Ï°ì¡A¤~³Ì²×¹ê²{¨Ã¾ã¦X¦UºØ¤£¦Pªº¥\¯à¡A©Ò¥H¯«¸gºôµ¸AI¤]¥²µM»Ý­n¤@­Ó¤@­Ó¶µ¥Ø¥h¶}µo¡A¥h§¹µ½¡A¤~¯à³vº¥­¢ªñ¤HÃþªº¥þ­±»{ª¾¯à¤O¡C¥Ñ¦¹¬Ý¨Ó¡AÁöµMDCNNÃþºâªk·|¦¨¬°±j¤H¤u´¼¯àªº¤@­ÓÃöÁä§Þ³N¡A¦ý§Ú­Ì¶ZÂ÷¤@­Ó¥þ­±¤ñªÓ¤HÃþ´¼¼zªºAIÁÙ¬O¦³«Ü»·«Ü»·¡AÁٻݭn°µ«Ü¦h§V¤O¡C

­ü©_©Ç§Ú©ú©ú¨S¦³¥´¤W­±³o¤@¬q«ç»ò·|¬ðµM¸õ¥X¨Ó§Úªº¹q¸£¬O¤£¬O¥X°Ý.*O(I*^&%YT$RGEFY&^%$&^GH


--------------------
......
PMEmail Poster
Top
XxEDxX
µoªí©ó¡G Mar 12 2016, 08:53 ¡@µû»ù¡G+1
Quote Post


¤T«~©x
**********

µoªí¼Æ¡G 1,467
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 8-30-2011

¬¡ÅD¡G8
Án±æ¡G507


§õ¥@乭¤µ¤Ñ¦A¾ÔAlphaGo¡A§õ¥@乭»{¿é¸¨±Ñ¡C

³o³õ´Ñ§õ¥@乭¤Uªº¤ñ²Ä¤G¾Ô§ó¨¯­W¡A¤@¶}¾Ô¦b¥ª¤è©~©ó¤U­·¡AÁöµM¤¤¶¡µy·L°l¦^¡AÂà¦Ü¥k¤U¨¤¶}ÅP¾Ô³õ¦A³Q¹q¸£¹G¤Jµ´¹Ò¡AÂù¤è³Ì«á¦b¤U¤è¨M¾Ô¡A§õ¥@乭¦b²Ä176¤â»{¿é¡C
 
¦³³ø¾É«ü§õ¥@乭¦b¥i¥Î®É¶¡³Ñ10¤ÀÄÁ®É¡A¶}©l¸Õ±´¹q¸£´Ñ¸ô¡A¦ü¥G¦A¬°¤U¤@¾Ô°µ·Ç³Æ¡C
 
ÁöµM¤­¾Ô¿é±¼¤T¾Ô¡AµL¤O½½L¡A§õ¥@乭ÁÙ¬O·|¦b©ú¤Ñ»P¤U©P¤G¤¤¤È12®É¡A¦AÄ~Äò¬D¾ÔAlphaGo¡C

user posted image
PM
Top
Caesar
µoªí©ó¡G Mar 12 2016, 15:25 ¡@
Quote Post


Loop
************

µoªí¼Æ¡G 7,489
©ÒÄݸs²Õ¡G ­x¹Îªø
µù¥U¤é´Á¡G 12-18-2004

¬¡ÅD¡G45
Án±æ¡G2218


¨ä¹ê¬JµM¦³³o¼Ëªº¤j§ë¸ê»P§Þ³N¤F¡A¬Û¸û¤§¤U¨Ï¥Î¾÷±ñÁu¦Û°Ê¤U´Ñ¦b§Þ³N¤W¥u¬O¤pµæ¤@ºÐ¡C

¦bµøı®ÄªG¤W¦³¤@­Ó¾÷±ñÁu»P¤j°ê¤â¹ï«³µLºÃ§ó¤Þ¤H¤J³Ó¡C


¤£¹L·íµM¤F¡A¿ì±o¨ì¤£¥Nªí¤£¥Îªá¿ú¡C³oÂI«Å¶Ç®ÄªG­È¤£­È¨º­Ó¿ú´N¨£¤¯¨£´¼¤F¡C

¥»½g¤å³¹¤w³Q Caesar ©ó Mar 12 2016, 15:26 ½s¿è¹L


--------------------
Get busy living, or get busy dying.

.
PM
Top
Pearltea
µoªí©ó¡G Mar 13 2016, 04:47 ¡@µû»ù¡G+1
Quote Post


¥|«~©x
*********

µoªí¼Æ¡G 1,289
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 9-22-2003

¬¡ÅD¡G5
Án±æ¡G614


Match 3 (­«¼½)


Match 4 (Live Now)


Match 5 (15th March 13:00 KST (local), 04:00 GMT; note for US viewers this is the day before on: 14th March 20:00 PT, 23:00 ET)

PMEmail Poster
Top
XxEDxX
µoªí©ó¡G Mar 13 2016, 12:58 ¡@µû»ù¡G+1
Quote Post


¤T«~©x
**********

µoªí¼Æ¡G 1,467
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 8-30-2011

¬¡ÅD¡G8
Án±æ¡G507


Lee ²×©ó§æ¦^¤@§½¡I

§Ú¤µ¤Ñ¤@ª½¦b¬Ý¡A¬Ý¨ì Lee ¤U K9 ¨º¤@§®µÛ («á¨Ó¬d¬Ý¡A¬O²Ä78¤â)¡AAlphaGo ¤@³s¤U¤F´X¨B¥¢»~ (°_½X·í®É§PÂ_¦ü¬O¥¢»~)¡ALee ©úÅã¨ä«á¦ûÀu¡C

µM«á Lee ¡u¶Àª÷¤»¤Q¬í¡v®t¤£¦h¨C¨B³£³Ì«á¤@¬í¤~¤U (·í®É AlphaGo ÁÙ¦³¥|¤Q¦h¤ÀÄÁ)¡A¥O§ÚÃä¬ÝÃäºw¦½¡I©¯¦n¥L¦b®É¶¡À£¤O¤U¨ÌµM«O«ù¨IµÛ¡I

ÁöµMÁ`§½¼Æ³Ó­t¤w©w¡A¦ý§Æ±æ«á¤Ñ Lee Ä~Äò§V¤O¡I laugh.gif

PM
Top
XxEDxX
µoªí©ó¡G Mar 13 2016, 13:23 ¡@µû»ù¡G+4
Quote Post


¤T«~©x
**********

µoªí¼Æ¡G 1,467
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 8-30-2011

¬¡ÅD¡G8
Án±æ¡G507


Áú°ê´Ñ¤ý§õ¥@乭¹ï AlphaGo ³o¤@³õ¡u¤H¾÷¤§¾Ô¡v¡A¦b¹ï¤è³s³Ó¤T³õ«á¡A¤µ¥M²×¥Ñ§õ¥@乭Àò³Ó¡C§õ¥@乭¦bÁÉ«á°OªÌ·|¤W¡A¥¼¦³Åº¶Æ¡A¥ç¥¼¨£¯S§O¿³¾Ä¡C¥L»¡µo²{¤FAlphaGo¦³¨â­Ó®zÂI¡A¨ä¤@¬O¥¦¾Õ©ó¤U¥Õ¤l¡A¥Î¶Â¤l®ÉµSºÃ®É¶¡¸û¦h¡A¨ä¤G¬O·í¦³·N®Æ¤§¥~ªº±þµÛ¡A¥¦ªºªí²{·|ÅÜ®t¡A¨Ã¸û©ö¥Ç¿ù¡C°Ý¨ì¥L±N¥H¦óºØºA«×­±¹ï³Ì«á¤@¥M¡A¥L»¡¤µ¦¸¥Î¥Õ¤lĹ¡A¡u¤U¦¸¥i­ø¥i¥H¥Î¶Â¤l¡H¡v¦]¬°¥Î¶Â¤lĹ§ó¦³»ù­È¡C

§õ¥@乭¦b°OªÌ·|¤W­«¥Ó¡A¤§«e¥¼´¿¹w®ÆÁɧ½·|¦p¦¹§xÃø¡C¥L©Z¨¥¦Û¤v½T¹ê¹ï³s¿é¤T³õ·P¨ì¾_Åå¡A¦ý¬O¥L±q¥¼¦]¦¹¥´ºâ©ñ±ó¡A¦]¬°¨C¤@§½¥L³£¤U±o¬Û·í¨É¨ü¡C¦³°OªÌ½Ð¥L½Í½Í³o¤@§½·í¤¤¡AÀò³\¦h¤H§Î®e¬°¡u¯«¤§¤@µÛ¡vªº¨M©w©Ê¤@µÛ¡A§Y²Ä 78 ¤â¡A§õ¥@乭»¡¨º¬O¥L·í®É¬Ý¨ì°ß¤@¥i¥H¤Uªº¦a¤è¡C

¡u³o³õ³Ó¥M¬O¦p¦¹¬Ã¶Q¡Aµ¹§Ú¥@¬É¥ô¦óªF¦è§Ú¤]¤£´«¡C¡v§õ¥@乭¡]Korea Herald¡^

¥ç¦³°OªÌ´£¨ì»¡¡AAlphaGo ¼ôª¾§õ¥@乭¤U´Ñªº¤èªk¡A¦Ó§õ¥@乭«o¤£»{ÃÑ AlphaGo¡A¦ü¥G¨âªÌ¦b©Ò±o¸ê°T¤W¨Ã¤£¤½¥­¡CAlphaGo ¶}µo°Ó DeepMind ³Ð¿ì¤H Demis Hassabis ªí¥Ü¡AAlphaGo ¨Ã¥¼¯S§O±µ¨ü°w¹ï§õ¥@乭ªº°V½m¡A¦Ó¬O¿W¥ß¥H¤£°±¤U´Ñªº¤è¦¡¨ü°V¡A©Ò¥H¨S¦³¸ê°T¤£¤½¥­¡C

°Ý¨ì§õ¥@乭±N¥H«ç¼Ëªº¤ß±¡­±¹ï³Ì«á¤@§½¡H¥L»¡¦Û¤v³o¦¸¥H¥Õ¤l³Ó¡A©Ò¥H§Æ±æ¯à¦A¥H¶Â¤l¦h³Ó¤@§½¡C¥L§óª½±µ¦V Demis Hassabis ½Ð¨D¡A¤U§½¥i§_Åý¥L¨ú¶Â¤l¡AÀò Hassabis §Y³õµª¤¹¡C§õ¥@乭ªº«i®ð±o¨ì¦b³õ¤H¤h¹ª´x­P·q¡C

Source

***

¤µ¦¸ Lee Àò³Ó¡A·íµM¤£¯à§¹¥þ±Æ°£³±¿Ñ½×¤§­±¤l°ÝÃD¡A¦ý§Ú¬Û«H¤£¬O¡C¦Ó¦b¤j§½¤w©w¤§¤U¡A Lee ªººA«×¥ç¤Q¤À­È±oªY½à¡C
PM
Top
®}¤¸ª½
µoªí©ó¡G Mar 14 2016, 16:17 ¡@
Quote Post


Åu§Ý­º»â
************

µoªí¼Æ¡G 7,909
©ÒÄݸs²Õ¡G §g¥D
µù¥U¤é´Á¡G 9-18-2003

¬¡ÅD¡G64
Án±æ¡G4175


³Ìªñ¬Ý¤F³o®M·s¬ö¿ý¤ù¡A»á爲À³´º¡G

https://www.youtube.com/playlist?list=PLK4O...kGPao-PZk2auFcp


--------------------
......
PMEmail Poster
Top
XxEDxX
µoªí©ó¡G Mar 15 2016, 11:51 ¡@µû»ù¡G+1
Quote Post


¤T«~©x
**********

µoªí¼Æ¡G 1,467
©ÒÄݸs²Õ¡G ¤Ó¦u
µù¥U¤é´Á¡G 8-30-2011

¬¡ÅD¡G8
Án±æ¡G507


¤H¾÷¥@¬ö¾Ô³Ì²×¦^¡A°õ¶Âªº§õ¥@乭¥¼¯à¦A§æ¤@«°¡A¦A¿é¤@³õ¡C¤­§½¤¤¥|­t¤@³Ó¡C

±o¨ì²Ä¥|§½­º³Óªº®¶¾Ä¡A§õ¥@乭¤µ¤éªí²{§ó¶i¨ú¡Aªì¬q¤U¤F¼ÆµÛ¥O¤H·N¥~ªºÀIµÛ¡A¸`«µ°¾§Ö¡A¶i¦æ¤F­Ó¦h¤p®É¡A§õ¥@乭¤w¦b¥k¤U¨¤¨ú±oÀu¶Õ¡A±Ä¨úªºµ¦²¤¬O¥ý¼´«á¬~¡]³ò´Ñ¾Ô²¤¡A¥ý¨ú¹ê¦a¦A«I®ø¡Aªv²z©t´Ñ¡^¡C

¨ä«áDeepMind CEO Demis Hassabis¦bTwitter«ü¥X¡AAlphaGo¦b¦­¬q¥Ç¤F¤j¿ù¡A¦ý¥¦¹Á¸Õ°l¦^¥¢¦a¡C

AlphaGoÃÒ©ú¥¦§Y¨Ï¥Ç¿ù¤]¥i¥H­×¥¿¹L¨Ó¡A¤£·|¹³²Ä¥|§½¬ðµMÅܦ^³ò´Ñªì­ô¡C¥¦¦b¤¤½L¤ÏÀ»¡A¦¨¥\§æ¦^§Î¶Õ¡AÂù¤è³´¤J©Ô¿÷¡AAlphaGo¦b¤j§½¤Wµy¦ûÀu¡C

¤ñÁɹO3¤p®É¨B¤J²×§½¡A¥k¤W¤è¦¨¬°³Ó­tÃöÁä¡C3¤p®É45¤À¡A§õ¥@乭¶i¤J¶Ê©R60¬í­Ë¼Æ¶¥¬q¡A·í®ÉAlphaGoÁÙ¦³22¤ÀÄÁ¡AÂù¤è¶Õ§¡¤O¼Ä¡A¦ý©x¤l«á´Á¡A¬OAlphaGoªº±j¶µ¤F¡A¥¦¤U¤F¼ÆµÛ¬Ý¦üµL¥Îªº´Ñ¡A«o¥O§õº¥º¥Âà¤J¦H¶Õ¡C§õÁöµM¾Ä¾Ô¨ì©³¡A«D±`±j¹x¡A­W¾Ô5¤p®É¡A³Ì²×ÁÙ¬O¥ÑAlphaGoÀI³Ó¡C

­t¤W¬°¤HÃþ´LÄY¤§¦W¦Ó¾Ôªº§õ¥@乭¡AµL½×¦p¦ó¡A³£®i²{¤F³ò´Ñªº¬ü¡F§g¤l¤§¾Ôªº­·«×¡B¾Ä¾Ô¨ì©³ªºÅé¨|ºë¯«¡B±q¥¢±Ñ²`²W­«·s®¶§@¡A³Ì²×§ä¨ì¹ï¤â®zÂI­P³Óªº¹x±j°«§Ó¡C

¤H¾÷¥@¬ö¾Ô§i¤@¬q¸¨¡ADeepmind¹Î¶¤»¡¹L¡A»P°ª¤â¹L©Û¥i¥H±N¹q¸£ªº·¥­­´ú¸Õ¥X¨Ó¡AµM¦Ó§õ¥@乭¦b¥@¬É±Æ¦W¤WÁÙ¤£¬O³Ì°ª¡A³Ì·sªº±Æ¦W¡AAlphaGo¤w§â§õ¥@乭À½¦Ü²Ä¤­¡C¥~¬É¤w
¦³Án­µ²q´ú¡AAlphaGoªº¤U¤@¯¸±N¬O±µ¨ü²{®É±Æ¦W¥@¬É²Ä¤@ªº¬_¼ä¬D¾Ô¡C 

¬_¼ä¦­«e´¿¤@«×»¡AlphaGo¥i¥Hŧõ¥@乭«o¥´±Ñ¤£¤F¥L¡A¦ý«á¨Ó¤S»¡¦Û¤v¾Ô³Ó¤£¤FAlphaGo¡C¦bDeepmind¹Î¶¤¬Q¤é©ñ¸Ü­n¬D¾Ô¥L¤§«á¡A¬_¼ä¤µ¤é¦b¤j¾Ô´Á¶¡¦A»¡¡G¡u§Ú¤§«e»¡§õ¥@¥Û¬°¤°»ò¤£¥´§T¡A¦ý²{¦b¬Ý¨Ó¬OAlphaGo¦³·N¦bÁקK¡A¦]¬°³o¼Ë·|Åý§½­±Åܱo§ó¥[½ÆÂø¡A¤£§Q©óAlphaGoªº­pºâ¡C»¡¹ê¸Ü§Ú«Ü´Á«Ý©Mªüªkª¯¤ñÁÉ¡A¤£µMÁ`¦³¤H»¡§Ú¬O¦b§j¤û¡C¡v

Source

***

¬Ý¨Ó¬_¼ä¥i¥H·Ç³Æ¤@¤U......ªí¥Ü´Á«Ý¬_¼ä»PAlphaGoªº¹ï¨M laugh.gif
PM
Top
¸ÕÅç±b¸¹2
µoªí©ó¡G Mar 18 2016, 09:51 ¡@µû»ù¡G+1
Quote Post


¤»«~©x
*******

µoªí¼Æ¡G 652
©ÒÄݸs²Õ¡G ¤@¯ë
µù¥U¤é´Á¡G 10-08-2014

¬¡ÅD¡G4
Án±æ¡G363


³ò´Ñ¬OÄÝ©ó¤Ö¦~ªº¤ñÁÉ¡A¥¦¬Û·í¦a¡u¤£·q¦Ñ¡v¡C¦b¹A¤ßªM¡BÀ³¤óªM¡BLGªMµ¥¤¤¤éÁú¤j¾Ô¤¤¡A¸g±`¥X²{¥´±Ñ¤j®v¯Å¤Hª«ªº¤Ö¦~¡C¹³·í¦~ªº¡u¥Û¦ò¡v¡B¡u­¸¸V®q¤Ö¦~¡v¡B±`©þ¡B­JÄ£¦t¡BÁ»®¡BÀȼS... Áú°êªº§õ©÷Âî(1975)¡B¤¤°êªº±`©þ(1976)¡B¤é¥»ªº±i®Ý(1980)¡A¥L­Ì´¿¸g¥w¦\­·¶³¡A²{¦b«o³Q¤@²³±ß½ú¥´±Ñ... ³ò´Ñ´Ñ¤âªº¥þ²±®É´Á¡A³q±`¦b¤Q´X¦Ü¤G¤Q´X·³¤§¶¡¡C§õ¥@¥Û(1983)©M¥j¤O(1983)ºâ¬Oªø«C¾ð¤F¡A¤´µM«O«ùµÛ¶W±jªº´Ñ¤O¡C¬_¼ä¬O95«á¡Aªñ¦~ÁÉÁZ¶Õ¦p¯}¦Ë¡AªÖ©w¬O­Ó³ò´Ñ¤Ñ¤~¡CÁöµM¬_¼ä¹ï§õ¥@¥Û½T¬Oý¦h¿é¤Ö¡A¦ý¨º¨Ã¤£µ¥©ó¥Lªº´ÑÃÀ¯uªº¤ñ§õ¥@¥Û±j«Ü¦h¡C¾·~´Ñ¤â¤§¶¡ªº¹ê¤O®t¶Z«Ü¤p¡A³Ó­t«ÜÃø»¡±o·Ç¡C¦b¦P¤@¤ô¥­ªº´Ñ¤â¤§¶¡¡A¡uA«gB¡AB«gC¡A©Ò¥HA¥ç«gC¡v³oºØÅÞ¿è¨Ã¤£¬O¦s¦b¡C¦pªG¬_¼ä¸òAlphaGo¤ñ¸Õ¡A¥L·|±o¯q©ó§õ¥@¥Û¥H¨­¸Õ¥Xªº´ÑÃСA¦Ó¤£¦Ü©ó¦b¹ïAlphaGo²@µL¤F¸Ñªº±¡ªp¤Uªï¾Ô¡C§Ú¬Ý¤HÃþ´Ñ¤â·Q¦b¤¤¡B«á§½³ÓAlphaGo¬O·¥«×§xÃøªº¨Æ¡C

·í´Ñ§½¤´¦b¦­´Á¶¥¬q¡A´Ñ½L¤W¤´µM¦³«Ü¦hªÅ®æ¡A³o®É¹q¸£­n­pºâªº·§²v·|¤ñ¸û½ÆÂø¡A®e©ö¥X²{ºâ¿ù¡Bºâº|ªº±¡ªp¡C§õ¥@¥Û³Ó¥X¨º§½ªºÃöÁä¤@¨B´Ñ(78¤â)¡A´N¬O¦b¦­§½¶¥¬q¥X²{ªº¡C·í´Ñ§½¤j§½¤w©w¡A´Ñ½L¤Wªº®æ¤l´î¤Ö¤F¡A¹q¸£­n­pºâªº·§²v´N·|ÁÍ©ó²³æ¡A¹Bºâ¥çÅܱo§ó·Ç½T¡C§õ¥@¥Û¿éªº4§½´Ñ³£¬O³Q«á¨Ó©~¤Wªº¡A»¡©ú¤HÃþªº³Óºâ¦b©ó¶}§½¦­¬q¡C§õ¥@¥Û¦b³Ì«á¤@§½ªº¦­¬q¥HÀI´Ñ±j§ð¡A¦]¬°¥L©ú¥Õ¥H¤W¹D²z¡C³o­Ó¬Û«Hªe¼ä¥ç·|©ú¥Õªº¡A­n¬Ý¥Lªº¶}§½¤F¡C
PMEmail Poster
Top
¸ÕÅç±b¸¹2
µoªí©ó¡G Mar 22 2016, 03:10 ¡@
Quote Post


¤»«~©x
*******

µoªí¼Æ¡G 652
©ÒÄݸs²Õ¡G ¤@¯ë
µù¥U¤é´Á¡G 10-08-2014

¬¡ÅD¡G4
Án±æ¡G363


§õ¥@¥Û³s¿é¤T§½¥H«á¡A«O«ù¤ß²z¯À½è¡A¦b²Ä¥|§½¨S¨«¿ù¥ô¦ó¤@¨B´Ñ... ¨º¤£¤î¬O³æ¯Âªº¤Ñ¤~¡AÁÙ¦³¦Û«H©M°í¼Ý¡A§Ú¤Ó¨ØªA¥L¤F¡C²Ä¥|§½ªº78¤â¡A¥i¯à·|¬O¦W««¤d¥jªº¤@¨B´Ñ¡C
PMEmail Poster
Top
0 ¦ì¨Ï¥ÎªÌ¥¿¦b¾\Ū¥»¥DÃD (0 ¦ì³X«È¤Î 0 ¦ì°Î¦W¨Ï¥ÎªÌ)
0 ¦ì·|­û¡G

Topic Options Reply to this topicStart new topicStart Poll

 



[ Script Execution time: 0.0258 ]   [ 13 queries used ]   [ GZIP ±Ò¥Î ]