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\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u790e\u69cb\u9020\u3092\u307e\u3068\u3081\u308b\u3068\u3001\u6b21\u306e\u4e09\u70b9\u306b\u51dd\u7e2e\u3067\u304d\u308b\u30021) \u69cb\u9020\uff1a\u5165\u529b\u5c64\u2014\u96a0\u308c\u5c64\u2014\u51fa\u529b\u5c64\u306e\u591a\u5c64\u69cb\u9020\u3067\u3001\u5404\u5c64\u306e\u30ce\u30fc\u30c9\u306f\u91cd\u307f\u3067\u7d50\u3070\u308c\u3001\u91cd\u307f\u4ed8\u304d\u548c\uff0b\u6d3b\u6027\u5316\u3067\u4fe1\u53f7\u3092\u6b21\u5c64\u306b\u6e21\u3059\u30022) \u6d3b\u6027\u5316\uff1aReLU\u3084tanh\u306a\u3069\u306e\u975e\u7dda\u5f62\u95a2\u6570\u3067\u8868\u73fe\u529b\u3092\u78ba\u4fdd\u3057\u3001\u5206\u985e\u306e\u51fa\u529b\u3067\u306f\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u3067\u78ba\u7387\u5316\u3059\u308b\u30023) \u5b66\u7fd2\uff1a\u9806\u4f1d\u64ad\u3067\u51fa\u529b\u3092\u8a08\u7b97\u3057\u3001\u640d\u5931\u3092\u8aa4\u5dee\u9006\u4f1d\u64ad\u3067\u5404\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u914d\u5206\u3057\u3066\u52fe\u914d\u3092\u6c42\u3081\u3001\u52fe\u914d\u964d\u4e0b\u6cd5\u306a\u3069\u3067\u91cd\u307f\u30fb\u30d0\u30a4\u30a2\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3002\u3053\u306e3\u70b9\u304c\u7406\u89e3\u3067\u304d\u308c\u3070\u3001\u3088\u308a\u767a\u5c55\u7684\u306a\u7573\u307f\u8fbc\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u518d\u5e30\u578b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u3078\u3082\u3001\u540c\u3058\u300c\u5c64\u30fb\u6d3b\u6027\u5316\u30fb\u8aa4\u5dee\u9006\u4f1d\u64ad\u300d\u3068\u3044\u3046\u8996\u70b9\u3067\u7e4b\u3052\u3066\u5b66\u3073\u3084\u3059\u304f\u306a\u308b\u3002[6][12][5][13][1][8][4][7][11]\n\n\n\n
\u6700\u5f8c\u306b\u76f4\u611f\u306e\u88dc\u8db3\u3068\u3057\u3066\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u300c\u591a\u6570\u306e\u7c21\u5358\u306a\u95a2\u6570\uff08\u91cd\u307f\u4ed8\u304d\u548c\u2192\u6d3b\u6027\u5316\uff09\u306e\u7a4d\u307f\u91cd\u306d\u300d\u3067\u3001\u5168\u4f53\u3068\u3057\u3066\u975e\u5e38\u306b\u67d4\u8edf\u306a\u95a2\u6570\u8fd1\u4f3c\u5668\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u6349\u3048\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3002\u5165\u529b\u304b\u3089\u51fa\u529b\u307e\u3067\u306e\u8a08\u7b97\u304c\u8907\u6570\u5c64\u306e\u5408\u6210\u95a2\u6570\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u306e\u5408\u6210\u5168\u4f53\u304c\u8907\u96d1\u306a\u5f62\u3092\u8868\u73fe\u3067\u304d\u308b\u3002\u5b66\u7fd2\u306f\u3001\u305d\u306e\u5408\u6210\u95a2\u6570\u306e\u5f62\u3092\u3001\u30c7\u30fc\u30bf\u306b\u5408\u308f\u305b\u3066\u5c11\u3057\u305a\u3064\u5909\u5f62\u3057\u3066\u3044\u304f\u64cd\u4f5c\u3060\u3068\u7406\u89e3\u3059\u308c\u3070\u3001\u5c64\u306e\u5f79\u5272\u3084\u8aa4\u5dee\u9006\u4f1d\u64ad\u306e\u5fc5\u8981\u6027\u304c\u8151\u306b\u843d\u3061\u308b\u306f\u305a\u3067\u3042\u308b\u3002[4][11]\n\n\n\n[1] https:\/\/www.sbbit.jp\/article\/cont1\/33345<\/p>\n\n\n\n[2] https:\/\/tutorials.chainer.org\/ja\/13_Basics_of_Neural_Networks.html<\/p>\n\n\n\n[3] https:\/\/udemy.benesse.co.jp\/data-science\/ai\/neural-network.html<\/p>\n\n\n\n[4] https:\/\/free.kikagaku.ai\/tutorial\/basic_of_deep_learning\/learn\/neural_network_basic_forward<\/p>\n\n\n\n[5] https:\/\/japan-medical-ai.github.io\/medical-ai-course-materials\/notebooks\/03_Introduction_to_Neural_Network.html<\/p>\n\n\n\n[6] https:\/\/qiita.com\/namitop\/items\/d3d5091c7d0ab669195f<\/p>\n\n\n\n[7] https:\/\/ja.wikipedia.org\/wiki\/%E6%B4%BB%E6%80%A7%E5%8C%96%E9%96%A2%E6%95%B0<\/p>\n\n\n\n[8] https:\/\/ai-kenkyujo.com\/artificial-intelligence\/algorithm\/neuralnetwork-activationfunction\/<\/p>\n\n\n\n[9] https:\/\/pokoroblog.com\/python-activation-function\/<\/p>\n\n\n\n[10] https:\/\/note.com\/taichi_endoh\/n\/nd017a44d6bcb<\/p>\n\n\n\n[11] https:\/\/www.ibm.com\/jp-ja\/think\/topics\/backpropagation<\/p>\n\n\n\n[12] https:\/\/www.netattest.com\/backpropagation-2024_mkt_tst<\/p>\n\n\n\n[13] https:\/\/hogetech.info\/ml\/dl\/backpropagation<\/p>\n\n\n\n[14] https:\/\/qiita.com\/43x2\/items\/50b55623c890564f1893<\/p>\n\n\n\n[15] https:\/\/cvml-expertguide.net\/terms\/dl\/layers\/activation-function\/<\/p>\n\n\n\n[16] https:\/\/www.imagazine.co.jp\/%E3%83%8B%E3%83%A5%E3%83%BC%E3%83%A9%E3%83%AB%E3%83%8D%E3%83%83%E3%83%88%E3%83%AF%E3%83%BC%E3%82%AF%E3%82%92%E7%90%86%E8%A7%A3%E3%81%99%E3%82%8B%E3%80%80%EF%BD%9E%E3%83%87%E3%82%A3%E3%83%BC%E3%83%97\/<\/p>\n\n\n\n[17] https:\/\/qiita.com\/sakigakeman\/items\/55f4cc1c50f8236ac7a6<\/p>\n\n\n\n[18] https:\/\/note.com\/lifeisbeautiful\/n\/nc173267f4819<\/p>\n\n\n\n[19] https:\/\/www.youtube.com\/watch?v=O3qm6qZooP0<\/p>\n\n\n\n[20] https:\/\/note.com\/yeahyeahoh\/n\/nce2dc057534d<\/p>\n\n\n\n
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