{"id":8303,"date":"2019-11-27T10:35:11","date_gmt":"2019-11-27T01:35:11","guid":{"rendered":"https:\/\/game-creators.jp\/media\/?p=8303"},"modified":"2019-11-27T10:35:11","modified_gmt":"2019-11-27T01:35:11","slug":"12515","status":"publish","type":"post","link":"https:\/\/game-creators.jp\/media\/event-search\/12515\/","title":{"rendered":"\u3010\u5165\u9580\u8005\u30fb\u521d\u5fc3\u8005\u5411\u3051\u3011\u5f37\u5316\u5b66\u7fd2\u8d85\u5165\u9580\uff083\u56de\u30b3\u30fc\u30b9\uff09"},"content":{"rendered":"

\u65e5\u7a0b\uff1a

\u30a4\u30d9\u30f3\u30c8\u306b\u7533\u3057\u8fbc\u3080<\/a><\/div>\n

\u3010\u52df\u96c6\u671f\u9593\u3011
\n

\u4f1a\u5834\uff1a
\n\u5343\u4ee3\u7530\u533a\u897f\u795e\u75302-7-14 YS\u897f\u795e\u7530\u30d3\u30eb2F\u00a0\uff3b\u5730\u56f3\u3092\u8868\u793a<\/a>\uff3d<\/p>\n

\u4e3b\u50ac\uff1aLiberal Arts Community<\/p>\n\n\n\n\n\n\n
\u53c2\u52a0\u67a0<\/th>\n\u7533\u8fbc\u5f62\u5f0f<\/th>\n\u53c2\u52a0\u8cbb<\/th>\n\u53c2\u52a0\u8005<\/th>\n<\/tr>\n<\/thead>\n
\n
\n
\u901a\u5e38\u53c2\u52a0\u8005\u67a0<\/div>\n<\/div>\n<\/td>\n
\u5148\u7740\u9806<\/td>\n12,000\u5186<\/p>\n
\u5f53\u65e5\u73fe\u91d1\u652f\u6255\u3044<\/div>\n<\/td>\n
0\u4eba<\/span>\u00a0\uff0f \u5b9a\u54e13\u4eba<\/td>\n<\/tr>\n
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\n
\u66f8\u7c4d\u8cfc\u5165\u5272\u5f15<\/div>\n<\/div>\n<\/td>\n
\u5148\u7740\u9806<\/td>\n10,000\u5186<\/p>\n
\u5f53\u65e5\u73fe\u91d1\u652f\u6255\u3044<\/div>\n<\/td>\n
3\u4eba<\/span>\u00a0\uff0f \u5b9a\u54e15\u4eba<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5185\u5bb9\u6982\u8981<\/h2>\n
\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306f \u6559\u5e2b\u3042\u308a\u5b66\u7fd2, \u6559\u5e2b\u306a\u3057\u5b66\u7fd2, \u5f37\u5316\u5b66\u7fd2\u306e 3 \u3064\u306b\u5927\u5225\u3067\u304d\u307e\u3059\u3002\r\n\u6559\u5e2b\u3042\u308a\u5b66\u7fd2, \u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u6bd4\u8f03\u7684\u30a4\u30e1\u30fc\u30b8\u304c\u3064\u304d\u3084\u3059\u3044\u3068\u601d\u308f\u308c\u307e\u3059\u304c\u3001\r\n\u5f37\u5316\u5b66\u7fd2\u306f\u6577\u5c45\u304c\u9ad8\u3044\u3068\u611f\u3058\u3066\u3044\u308b\u65b9\u304c\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\r\n\r\n\u305d\u3053\u3067\u3001\u672c\u30bb\u30df\u30ca\u30fc\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u3092\u5168 3 \u56de\u306b\u6e21\u3063\u3066\u3001\u4e01\u5be7\u306b\u89e3\u8aac\u81f4\u3057\u307e\u3059\u3002\r\n\u4eca\u56de\u306f\u3001\u57fa\u790e\u306f\u3082\u3061\u308d\u3093\u3001\u201dDeep Q-Network\u201d (\u4ee5\u964d DQN) \u306b\u3082\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\r\nDQN \u306f\u4eca\u65e5\u306e\u5f37\u5316\u5b66\u7fd2\u306e\u4e2d\u5fc3\u306b\u3042\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b\u305f\u3081\u3001\r\n\u3053\u308c\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u3068\u3001\u4ed6\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u52c9\u5f37\u3059\u308b\u969b\u306b\u975e\u5e38\u306b\u5f79\u7acb\u3064\u305f\u3081\u3067\u3059\u3002\r\n\r\n\u672c\u30bb\u30df\u30ca\u30fc\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u5148\u306e\u66f8\u7c4d\u306e\u5185\u5bb9\u306b\u6cbf\u3063\u3066\u9032\u884c\u3057\u307e\u3059\u3002\r\nhttps:\/\/note.mu\/lib_arts\/n\/n8cf4cbe2dce4\r\n(\u57fa\u672c\u7684\u306a\u91cd\u8981\u4e8b\u9805\u306e\u307f\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u306e\u3067\u3001\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u306e\u30c8\u30ec\u30f3\u30c9\u306b\u3064\u3044\u3066\u306f\u89e6\u308c\u307e\u305b\u3093\u3002)\r\n\r\n\u307e\u305f\u3001\u4e0a\u8a18URL\u306e\u66f8\u7c4d\u3092\u8cfc\u5165\u9802\u3044\u305f\u65b9\u306f\u3001\u30bb\u30df\u30ca\u30fc\u306e\u53c2\u52a0\u8cbb\u7528\u3092\u5272\u5f15\u3055\u305b\u3066\u9802\u304d\u307e\u3059\u3002\r\n\u624b\u5143\u306b\u8cc7\u6599\u304c\u3042\u308b\u65b9\u304c\u7406\u89e3\u3057\u6613\u3044\u306e\u3067\u3001\u8cfc\u5165\u306e\u4e0a\u3067\u306e\u53c2\u52a0\u3092\u63a8\u5968\u3057\u307e\u3059\u3002\r\n\r\n\u307e\u305f\u3001\u7b2c 2 \u56de\u76ee\u306f PyTorch \u306e\u89e3\u8aac\u56de\u3067\u3042\u308b\u305f\u3081\u3001PyTorch \u306b\u3064\u3044\u3066\u306f\u554f\u984c\u306a\u3044\u3068\u3044\u3046\u65b9\u306f\u3001\r\n\u7b2c 2 \u56de\u306e\u53c2\u52a0\u3092\u7121\u3057\u306b\u3057\u3001\u53c2\u52a0\u8cbb\u3092 3000 \u5186\u5272\u308a\u5f15\u304b\u305b\u3066\u9802\u304d\u307e\u3059\u3002\r\n\u3053\u3061\u3089\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u5e0c\u671b\u3055\u308c\u308b\u65b9\u306f\u3001\u7b2c 1 \u56de\u306e\u958b\u50ac\u65e5\u306b\u304a\u7533\u3057\u4ed8\u3051\u4e0b\u3055\u3044\u3002\r\n<\/code><\/span><\/pre>\n
\u958b\u50ac\u65e5\u7a0b<\/h2>\n
12\/ 1\uff08\u65e5\uff09\u7b2c 1 \u56de\r\n\u53d7\u4ed8\uff1a 18:20~18:30\r\n\u89e3\u8aac\uff1a 18:30~20:30\r\n\r\n12\/ 7 (\u571f) \u7b2c 2 \u56de \r\n\u53d7\u4ed8 :  15:50~16:00\r\n\u89e3\u8aac :  16:00~18:00\r\n\r\n12\/14 (\u571f) \u7b2c 3 \u56de\r\n\u53d7\u4ed8 :  15:50~16:00\r\n\u89e3\u8aac :  16:00~18:00 \r\n\r\n\u203b\r\n\u9014\u4e2d5\u5206\u307b\u3069\u306e\u4f11\u61a9\u3092\u8a2d\u3051\u308b\u4e88\u5b9a\u3067\u3059\u3002\r\n<\/code><\/span><\/pre>\n
\u30a2\u30b8\u30a7\u30f3\u30c0<\/h2>\n
\u7b2c 1 \u56de (\u5f37\u5316\u5b66\u7fd2\u306e\u7406\u8ad6\u3068 DQN \u306e\u57fa\u672c)\r\n\r\n\u30fb\u554f\u984c\u8a2d\u5b9a\u304b\u3089\u7406\u89e3\u3059\u308b\u5f37\u5316\u5b66\u7fd2\r\n\u3000\u3000\u554f\u984c\u8a2d\u5b9a (\u9010\u6b21\u7684\u610f\u601d\u6c7a\u5b9a\u554f\u984c)\r\n\u3000\u3000\u7cfb\u5217\u30e2\u30c7\u30ea\u30f3\u30b0\r\n\u3000\u3000\u9010\u6b21\u7684\u610f\u601d\u6c7a\u5b9a\u554f\u984c\u306e\u554f\u984c\u8a2d\u5b9a\r\n\r\n\u30fbQ-learning\r\n\u3000\u3000Model-Free Method\r\n\u3000\u3000Temporal Difference Method\r\n\u3000\u3000Monte Carlo Method\r\n\u3000\u3000SARSA\r\n\u3000\u3000Q-learning\r\n\r\n\r\n\u7b2c 2 \u56de (PyTorch)\r\n\r\n\u30fbPyTorch \u306e\u57fa\u672c\r\n\u3000\u3000PyTorch\u306e\u6982\u8981\r\n\u3000\u3000\u7c21\u6613\u5b9f\u88c5\r\n\u3000\u3000PyTorch\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u5168\u4f53\u50cf\r\n\u3000\u3000Autograd\r\n\r\n\u30fbNeural Network \u306e\u5b9f\u88c5\r\n\u3000\u3000Define the Network\r\n\u3000\u3000Loss Function\r\n\u3000\u3000Backprop\r\n\u3000\u3000Update the weights\r\n\r\n\u30fb\u5b9f\u88c5\u3092\u8aad\u307f\u89e3\u304f\u306b\u3042\u305f\u3063\u3066\r\n\r\n\u7b2c 3 \u56de\r\n\r\n\u30fb\u7b2c 1 \u56de\u306e\u5fa9\u7fd2\r\n\r\n\u30fbDeep Q-Network \u306e\u539f\u7406\r\n\u3000\u3000Q-learning \u3068Deep Q-Network\r\n\u3000\u3000\u554f\u984c\u8a2d\u5b9a (Atari)\r\n\u3000\u3000transition \u306e\u4fdd\u5b58\r\n\u3000\u3000TD Error \u3068\u8aa4\u5dee\u95a2\u6570\r\n\u3000\u3000Network Architecture\r\n\r\n\u30fbDeep Q-Network \u306b\u304a\u3051\u308b\u5de5\u592b\r\n\u3000\u3000Experience replay\r\n\u3000\u3000Target Network\r\n\r\n\u30fbDeep Q-Network \u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\r\n\u3000\u3000Introductoin\r\n\u3000\u3000Replay Memory\r\n\u3000\u3000DQN Algorithm\r\n\u3000\u3000Training\r\n\u3000\r\n<\/code><\/span><\/pre>\n
\u4f1a\u5834<\/h2>\n
\u6c34\u9053\u6a4b\u99c5\u3001\u795e\u4fdd\u753a\u99c5\u3001\u4e5d\u6bb5\u4e0b\u99c5\u5468\u8fba\r\n\u5343\u4ee3\u7530\u533a\u897f\u795e\u75302-7-14 YS\u897f\u795e\u7530\u30d3\u30eb2F\r\n<\/code><\/span><\/pre>\n
\u5bfe\u8c61\u8005<\/h2>\n
\u30fb\u5f37\u5316\u5b66\u7fd2\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\r\n\u30fb\u5f37\u5316\u5b66\u7fd2\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u52d5\u304b\u3057\u3066\u307f\u305f\u3044\u65b9\r\n\r\n\u203b\r\n\u8d85\u521d\u5fc3\u8005\u301c\u4e2d\u7d1a\u8005\u3092\u524d\u63d0\u3068\u3057\u305f\u9032\u884c\u3068\u3057\u307e\u3059\u306e\u3067\u3001\u6975\u529b\u96e3\u3057\u3044\u8a00\u8449\u3084\u6570\u5f0f\u306f\u4f7f\u308f\u306a\u3044\u3067\r\n\u9032\u884c\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\r\n<\/code><\/span><\/pre>\n
\u5f53\u65e5\u307e\u3067\u306e\u6e96\u5099<\/h2>\n
\u7b2c 2, 3\u56de\u3067\u306f\u3001Python 3.6 \u74b0\u5883\u3067PyTorch\u304c\u52d5\u304f\u3088\u3046\u306b\u3057\u3066\u304d\u3066\u3044\u305f\u3060\u3051\u305f\u3089\u3068\u601d\u3044\u307e\u3059\u3002\r\n(Google Colaboratory \u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002)\r\n<\/code><\/span><\/pre>\n
\u8cbb\u7528<\/h2>\n
\u901a\u5e38\u53c2\u52a0\u8005\u67a0 \u3000\u3000\u300012000\u5186 (2h x3\u56de)\r\n\u66f8\u7c4d\u8cfc\u5165\u5272\u5f15\u9069\u7528 \u300010000\u5186 (2h x3\u56de)\r\n\u7b2c 2 \u56de\u53c2\u52a0\u306a\u3057\u3000\u3000\u4e0a\u8a18\u8a72\u5f53\u6599\u91d1\u3088\u308a 3000\u5186\u5272\u5f15 (\u5e0c\u671b\u3055\u308c\u308b\u65b9\u306f\u3001\u7b2c 1 \u56de\u3067\u304a\u7533\u3057\u4ed8\u3051\u4e0b\u3055\u3044\u3002)\r\n\r\n\u203b\r\n\u30fb\u9818\u53ce\u66f8\u767a\u884c\u306e\u969b\u306f\u4e8b\u52d9\u624b\u6570\u6599\u3068\u3057\u3066\u8ffd\u52a01,000\u5186\u306e\u304a\u652f\u6255\u3044\u3092\u3088\u308d\u3057\u304f\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\r\n<\/code><\/span><\/pre>\n
\u5b9a\u54e1<\/h2>\n
6\u540d\r\n\uff08\u4eba\u6570\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3057\u307e\u3059\u3001\u5225\u5a92\u4f53\u3067\u3082\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u7533\u3057\u8fbc\u307f\u4eba\u6570\u306f\u5f53\u65e5\u53c2\u52a0\u8005\u6570\u3092\u53cd\u6620\u3057\u307e\u305b\u3093\uff09\r\n<\/code><\/span><\/pre>\n
\u3054\u53c2\u52a0\u306b\u3042\u305f\u3063\u3066\u306e\u304a\u9858\u3044<\/h2>\n
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\u30a8\u30f3\u30c8\u30ea\u30fc\u5148<\/h2>\n
https:\/\/techplay.jp\/event\/759470<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u65e5\u7a0b\uff1a2019\/12\/01(\u65e5)18:30\u301c20:30 \u30a4\u30d9\u30f3\u30c8\u306b\u7533\u3057\u8fbc\u3080 \u3010\u52df\u96c6\u671f\u9593\u3011 2019\/11\/14(\u6728) 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