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ez-toc-heading-38\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A4Theano%E3%83%99%E3%83%BC%E3%82%B9%E3%83%A9%E3%83%83%E3%83%91%E3%83%BC%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%80%8CKeras%E3%80%8D%E3%81%A8%E3%81%AF\" >Theano\u53c2\u8003\u60c5\u5831\u2464Theano\u30d9\u30fc\u30b9\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u300cKeras\u300d\u3068\u306f<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A4Theano%E3%83%99%E3%83%BC%E3%82%B9%E3%83%A9%E3%83%83%E3%83%91%E3%83%BC%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%80%8CKeras%E3%80%8D%E3%81%A8%E3%81%AF-2\" >Theano\u53c2\u8003\u60c5\u5831\u2464Theano\u30d9\u30fc\u30b9\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u300cKeras\u300d\u3068\u306f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E3%80%8CKeras%E3%80%8D%E6%A6%82%E8%A6%81\" >\u25a0\u300cKeras\u300d\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E3%83%A9%E3%83%83%E3%83%91%E3%83%BC%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA\" >\u25a0\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E3%82%B3%E3%83%B3%E3%83%91%E3%82%AF%E3%83%88%E3%81%AA%E3%82%B3%E3%83%BC%E3%83%87%E3%82%A3%E3%83%B3%E3%82%B0\" >\u25a0\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0Python%E5%AE%9F%E8%A3%85\" >\u25a0Python\u5b9f\u88c5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E5%AF%BE%E5%BF%9C%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\" >\u25a0\u5bfe\u5fdc\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A02%E7%A8%AE%E9%A1%9E%E3%81%AE%E3%83%A2%E3%83%87%E3%83%AB\" >\u25a02\u7a2e\u985e\u306e\u30e2\u30c7\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E3%83%A2%E3%82%B8%E3%83%A5%E3%83%BC%E3%83%AB%E6%80%A7\" >\u25a0\u30e2\u30c7\u30eb\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-47\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E6%9C%80%E5%B0%8F%E4%B8%BB%E7%BE%A9%E3%83%9F%E3%83%8B%E3%83%9E%E3%83%AA%E3%82%BA%E3%83%A0\" >\u25a0\u30e2\u30c7\u30eb\u306e\u6700\u5c0f\u4e3b\u7fa9(\u30df\u30cb\u30de\u30ea\u30ba\u30e0)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-48\" href=\"https:\/\/majisemi.com\/topics\/oss\/4923\/#%E2%96%A0%E6%8B%A1%E5%BC%B5%E6%80%A7\" >\u25a0\u62e1\u5f35\u6027<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"%E3%80%8CTheano%E3%80%8D%E3%81%A8%E3%81%AF\"><\/span>\u300cTheano\u300d\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%80%8CTheano%E3%80%8D%E5%9F%BA%E6%9C%AC%E6%83%85%E5%A0%B1\"><\/span>\u300cTheano\u300d\u57fa\u672c\u60c5\u5831<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E6%A6%82%E8%A6%81\"><\/span>\u25a0\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Theano(\u30c6\u30a2\u30ce)\u3068\u306f\u3001Python\u7528\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u591a\u6b21\u5143\u914d\u5217\u3092\u52b9\u7387\u7684\u306b\u4f7f\u7528\u3059\u308b\u6570\u5f0f\u306b\u3064\u3044\u3066\u5b9a\u7fa9\/\u6700\u9069\u5316\/\u8a55\u4fa1\u3067\u304d\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u8a08\u7b97\u51e6\u7406\u306b\u3088\u304f\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%9F%BA%E6%9C%AC%E8%AA%AC%E6%98%8E\"><\/span>\u25a0\u57fa\u672c\u8aac\u660e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Theano\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u88c5\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u306f\u306a\u304f\u3001Python\u7528\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u4ee3\u6570\u30b7\u30b9\u30c6\u30e0\u300d\u3068\u300c\u6700\u9069\u5316\u30b3\u30f3\u30d1\u30a4\u30e9\u300d\u306e\u6a5f\u80fd\u3092\u6709\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6570\u5b66\u7684\u8868\u73fe(\u591a\u6b21\u5143\u914d\u5217\u306a\u3069)\u3092\u6301\u3064\u6570\u5f0f\u306b\u5bfe\u3057\u3066\u5b9a\u7fa9\/\u6700\u9069\u5316\/\u8a55\u4fa1\u3092\u884c\u3044\u307e\u3059\u3002Python\u3067Theano\u306e\u5f0f\u3092\u69cb\u7bc9\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<p>Python\u306b\u304a\u3051\u308b\u6a19\u6e96\u7684\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u300cNumpy\u300d\u3067\u306f\u300c\u8a08\u7b97\u624b\u7d9a\u304d\u300d\u3092\u8a18\u8ff0\u3059\u308b\u306e\u306b\u5bfe\u3057\u3066\u3001\u300cTheano\u300d\u3067\u306f\u300c\u6570\u5f0f\u305d\u306e\u3082\u306e\u300d\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8a08\u7b97\u5bfe\u8c61\u3068\u306a\u308b\u884c\u5217\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u3067\u306e\u51e6\u7406\u306b\u624b\u9593\u3092\u304b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E7%B5%8C%E7%B7%AF\"><\/span>\u25a0\u7d4c\u7def<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Theano\u306f\u3001\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u5927\u5b66\u306eBengio\u6559\u6388\u306e\u7814\u7a76\u5ba4\u3067\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u7814\u7a76\u5ba4\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7814\u7a76\u5bfe\u8c61\u3068\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5206\u91ce\u3078\u306e\u5fdc\u7528\u3092\u5f37\u304f\u610f\u8b58\u3057\u305f\u8a2d\u8a08\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%82%AA%E3%83%95%E3%82%A3%E3%82%B7%E3%83%A3%E3%83%AB%E3%82%B5%E3%82%A4%E3%83%88%E6%83%85%E5%A0%B1\"><\/span>\u25a0\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u30b5\u30a4\u30c8\u60c5\u5831<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u30b5\u30a4\u30c8<\/h5>\n<p><a href='http:\/\/www.deeplearning.net\/software\/theano\/' target='jumpsite' rel=\"noopener\">\u2192Theano<\/a><\/p>\n<h5>\u30e9\u30a4\u30bb\u30f3\u30b9\u60c5\u5831<\/h5>\n<p>Theano\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306f\u300c3\u6761\u9805BSD\u30e9\u30a4\u30bb\u30f3\u30b9\u300d\u3067\u3059\u3002<\/p>\n<p>\u8a73\u7d30\u306b\u3064\u3044\u3066\u3001\u3053\u3061\u3089\u3092\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<br \/><a href='http:\/\/deeplearning.net\/software\/theano\/LICENSE.html' target='jumpsite' rel=\"noopener\">\u2192Theano\u3000\u2192Docs\u3000\u2192LICENSE<\/a><\/p>\n<h5>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/h5>\n<p><a href='http:\/\/deeplearning.net\/software\/theano\/install.html#install' target='jumpsite' rel=\"noopener\">\u2192Theano\u3000\u2192Docs\u3000\u2192Installing Theano<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%90%8C%E6%A7%98%E8%A3%BD%E5%93%81\"><\/span>\u25a0\u540c\u69d8\u88fd\u54c1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u540c\u69d8\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u88fd\u54c1\u3068\u3057\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u88fd\u54c1\uff1a\u300cNumpy\u300d\u300c<a href='https:\/\/www.ossnews.jp\/oss_info\/Pylearn2' target='jumpsite' rel=\"noopener\">Pylearn2<\/a>\u300d\u300cPyML\u300d\u300cPyBrain\u300d\u306a\u3069\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%80%8CTheano%E3%80%8D%E3%81%AE%E4%B8%BB%E3%81%AA%E7%89%B9%E5%BE%B4\"><\/span>\u300cTheano\u300d\u306e\u4e3b\u306a\u7279\u5fb4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%AE%9F%E8%A1%8C%E6%99%82%E3%81%AE%E6%9C%80%E9%81%A9%E5%8C%96%E3%82%B3%E3%83%B3%E3%83%91%E3%82%A4%E3%83%ABC%E3%82%B3%E3%83%BC%E3%83%89%E7%94%9F%E6%88%90\"><\/span>\u25a0\u5b9f\u884c\u6642\u306e\u6700\u9069\u5316\u30b3\u30f3\u30d1\u30a4\u30eb(C++\u30b3\u30fc\u30c9\u751f\u6210)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Theano\u306f\u3001\u5b9f\u884c\u6642\u306b\u300c\u52d5\u7684C++\u30b3\u30fc\u30c9\u751f\u6210\u300d\u3068\u300c\u30b3\u30f3\u30d1\u30a4\u30eb\u300d\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u51e6\u7406\u306b\u3088\u308a\u3001Python\u30b3\u30fc\u30c9\u3088\u308a\u3082\u9065\u304b\u306b\u9ad8\u901f\u306aC++\u30b3\u30fc\u30c9\u306b\u5339\u6575\u3059\u308b\u51e6\u7406\u901f\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%82%B3%E3%83%B3%E3%83%91%E3%82%A4%E3%83%A9\"><\/span>\u25a0\u30b3\u30f3\u30d1\u30a4\u30e9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6700\u9069\u5316\u30b3\u30f3\u30d1\u30a4\u30eb\u306f\u3001\u7279\u306b\u5927\u898f\u6a21\u3067\u8907\u96d1\u306a\u6570\u5b66\u7684\u8868\u73fe\u306b\u6709\u7528\u3067\u3059\u3002<br \/>Theano\u30b3\u30f3\u30d1\u30a4\u30e9\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u6700\u9069\u5316\u3092\u9069\u7528\u3057\u307e\u3059\u3002\u6b21\u306e\u3088\u3046\u306a\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\u30fbGPU\u4f7f\u7528\u5bfe\u5fdc<br \/>\u30fb\u5b9a\u6570\u6298\u308a\u7573\u307f<br \/>\u30fb\u985e\u4f3c\u90e8\u5206\u30b0\u30e9\u30d5\u306e\u30de\u30fc\u30b8(\u5197\u9577\u306a\u8a08\u7b97\u3092\u907f\u3051\u308b)<br \/>\u30fb\u7b97\u8853\u7c21\u7d20\u5316<br \/>\u30fb\u52b9\u7387\u7684\u306a\u884c\u5217\/\u30d9\u30af\u30c8\u30eb\u95a2\u6570\u7fa4\u64cd\u4f5c<br \/>\u30fb\u30e1\u30e2\u30ea\u30a8\u30a4\u30ea\u30a2\u30b7\u30f3\u30b0<br \/>\u30fb\u8981\u7d20\u5358\u4f4d\u90e8\u5206\u5f0f\u306e\u30eb\u30fc\u30d7\u878d\u5408<br \/>\u30fb\u6570\u5024\u7684\u5b89\u5b9a\u6027\u306e\u6539\u5584\u3000\u306a\u3069<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E9%AB%98%E9%80%9F%E6%80%A7\"><\/span>\u25a0\u9ad8\u901f\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u304a\u3044\u3066\u300cTheano\u306fNumpy\u3088\u308a1.8\u500d\u9ad8\u901f\u300d\u300cTheano\u306fMatlab\u3088\u308a1.6\u500d\u9ad8\u901f\u300d\u300cTheano(GPU)\u306fNumpy(CPU)\u3088\u308a11\u500d\u9ad8\u901f\u300d\u306a\u3069\u306e\u7d50\u679c\u3082\u51fa\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>GPU\u30b5\u30dd\u30fc\u30c8\u306b\u3088\u308b\u9ad8\u901f\u5316<\/h5>\n<p>Theano\u306fGPU\u80fd\u529b\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001CPU\u4e0a\u3067\u306e\u51e6\u7406\u306b\u6bd4\u3079\u3066\u9065\u304b\u306b\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002\u5c11\u3057\u306e\u30b3\u30fc\u30c9\u5909\u66f4\u3067GPU\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>GPU\u306e\u4f7f\u7528\u306e\u305f\u3081\u306b\u3001CUDA(Compute Unified Device Architecture)\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E8%A7%A3%E6%9E%90%E7%9A%84%E5%BE%AE%E5%88%86%E3%82%B5%E3%83%9D%E3%83%BC%E3%83%88\"><\/span>\u25a0\u89e3\u6790\u7684\u5fae\u5206\u30b5\u30dd\u30fc\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Theano\u306e\u89e3\u6790\u7684\u5fae\u5206\u30b5\u30dd\u30fc\u30c8\u6a5f\u80fd\u3067\u300c\u6570\u5f0f\u305d\u306e\u3082\u306e\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u5fae\u5206\u8a08\u7b97\u3092\u89e3\u6790\u7684\u306b\u5b9f\u884c\u3067\u304d\u308b\u300d\u3068\u3044\u3046\u70b9\u304c\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u51e6\u7406\u3067\u306f\u5fae\u5206\u3092\u591a\u7528\u3059\u308b\u305f\u3081\u3001\u300c\u5fae\u5206\u306e\u7d50\u679c\u3092\u81ea\u5206\u3067\u89e3\u304f\u5fc5\u8981\u304c\u306a\u3044\u300d\u306e\u306f\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002\u307e\u305f\u3001\u300c\u52fe\u914d\u6cd5(\u95a2\u6570\u306e\u52fe\u914d\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u89e3\u306e\u63a2\u7d22\u306b\u7528\u3044\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0)\u300d\u300c\u975e\u7dda\u5f62\u95a2\u6570\u300d\u306a\u3069\u306b\u5bfe\u3057\u3066\u3082\u6709\u7528\u3067\u3059\u3002<\/p>\n<p>\u7169\u308f\u3057\u3044\u8a08\u7b97\u51e6\u7406\u304b\u3089\u89e3\u653e\u3055\u308c\u308b\u305f\u3081\u3001\u30b9\u30d4\u30fc\u30c7\u30a3\u30fc\u306b\u81ea\u5206\u304c\u601d\u3044\u63cf\u304f\u591a\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%87%E3%82%A3%E3%83%BC%E3%83%97%E3%83%A9%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E5%AF%BE%E5%BF%9C%E9%96%A2%E6%95%B0\"><\/span>\u25a0\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u5bfe\u5fdc\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u95a2\u6570\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%86%E3%82%B9%E3%83%88%E8%87%AA%E5%B7%B1%E6%A4%9C%E8%A8%BC%E6%A9%9F%E8%83%BD\"><\/span>\u25a0\u30c6\u30b9\u30c8(\u81ea\u5df1\u691c\u8a3c)\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30a8\u30e9\u30fc\u306e\u591a\u304f\u306e\u7a2e\u985e\u3092\u691c\u51fa\u3057\u8a3a\u65ad\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A0Theano%E3%81%A8%E3%81%AF%E5%85%A5%E9%96%80%E7%B7%A8\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2460Theano\u3068\u306f(\u5165\u9580\u7de8)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Theano\u306e\u6982\u8981\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u308b\u53c2\u8003\u3068\u306a\u308b\u30b5\u30a4\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%8F%82%E8%80%83%E3%82%B5%E3%82%A4%E3%83%881%E3%80%80Theano%E8%A7%A3%E8%AA%AC\"><\/span>\u25a0\u53c2\u8003\u30b5\u30a4\u30c8(1)\u3000Theano\u89e3\u8aac<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u306e\u300c\u6982\u8981\u300d\u3084\u300c\u4f7f\u3044\u52dd\u624b\u300d\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002\u7c21\u5358\u306a\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u306e\u89e3\u8aac\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u5b9f\u884c\u6642\u306b\u304a\u3051\u308bC++\u30b3\u30fc\u30c9\u306e\u751f\u6210\u3068\u30b3\u30f3\u30d1\u30a4\u30eb<br \/>\u30fb\u30e1\u30e2<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/d.hatena.ne.jp\/saket\/20121207\/1354867911' target='jumpsite' rel=\"noopener\">\u2192Risky Dune\u3000\u2192Theano\u89e3\u8aac<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%8F%82%E8%80%83%E3%82%B5%E3%82%A4%E3%83%882%E3%80%80sageSage%E3%83%8E%E3%83%BC%E3%83%88%E3%83%96%E3%83%83%E3%82%AF%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9FTheano%E5%85%A5%E9%96%80\"><\/span>\u25a0\u53c2\u8003\u30b5\u30a4\u30c8(2)\u3000sage\/Sage\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f7f\u3063\u305fTheano\u5165\u9580<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u306e\u300c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\u300d\u300c\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u300d\u306a\u3069\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u5171\u6709\u5909\u6570\u300d\u3084\u300c\u81ea\u52d5\u5fae\u5206\u300d\u306b\u3064\u3044\u3066\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fbtheano\u306e\u53c2\u8003\u30b5\u30a4\u30c8<br \/>\u30fbtheano\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbTheano\u306e\u4f7f\u3044\u65b9<br \/>\u30fb\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306eimport<br \/>\u30fb\u5909\u6570\u5ba3\u8a00<br \/>\u30fb\u30c6\u30f3\u30bd\u30eb<br \/>\u30fb\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u4f8b<br \/>\u30fb\u5171\u6709\u5909\u6570<br \/>\u30fb\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4f8b<br \/>\u30fbTheano\u306e\u81ea\u52d5\u5fae\u5206<br \/>\u30fb\u4f8b1\u30002\u6b21\u95a2\u6570<br \/>\u30fb\u4f8b3\u3000\u6307\u6570\u95a2\u6570<br \/>\u30fb\u4f8b4\u3000\u591a\u9805\u5f0f<br \/>\u30fb\u4f8b6\u3000\u504f\u5fae\u5206<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/www.pwv.co.jp\/~take\/TakeWiki\/index.php?sage%2FSage%E3%83%8E%E3%83%BC%E3%83%88%E3%83%96%E3%83%83%E3%82%AF%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9FTheano%E5%85%A5%E9%96%80' target='jumpsite' rel=\"noopener\">\u2192PUKIWIKI\u3000\u2192sage\/Sage\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f7f\u3063\u305fTheano\u5165\u9580<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%8F%82%E8%80%83%E3%82%B5%E3%82%A4%E3%83%883%E3%80%80Theano%E5%85%A5%E9%96%80\"><\/span>\u25a0\u53c2\u8003\u30b5\u30a4\u30c8(3)\u3000Theano\u5165\u9580<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u306b\u3064\u3044\u3066\u975e\u5e38\u306b\u7d30\u304b\u304f\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6280\u8853\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3068\u3057\u3066\u53c2\u7167\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u300cRestricted Boltzmann Machine\u300d\u306e\u5b9f\u88c5\u4f8b\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u5b9f\u884c\u74b0\u5883<br \/>\u30fb\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<br \/>\u30fbTheano\u95a2\u6570\u306e\u751f\u6210<br \/>\u30fb\u5fae\u5206<br \/>\u30fb\u5171\u6709\u5909\u6570<br \/>\u30fb\u4e71\u6570\u306e\u4f7f\u7528<br \/>\u30fbRestricted Boltzmann Machine (RBM) \u306e\u8aac\u660e<br \/>\u30fbRBM\u306e\u5b9f\u88c5<br \/>\u30fb\u547c\u3073\u51fa\u3057\u5074\u306e\u95a2\u6570<br \/>\u30fb\u5b9f\u884c\u7d50\u679c<br \/>\u30fb\u307e\u3068\u3081<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/www.chino-js.com\/ja\/tech\/theano-rbm\/' target='jumpsite' rel=\"noopener\">\u2192(\u682a)\u77e5\u80fd\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u3000\u2192\u6280\u8853\u60c5\u5831\u3000\u2192Theano \u5165\u9580<\/a><\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A1Theano%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2461Theano\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u74b0\u5883\u5225\u306eTheano\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0LinuxUbuntu%E7%B7%A8\"><\/span>\u25a0Linux(Ubuntu)\u7de8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u3092Ubuntu\u74b0\u5883\u3078\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300cTheano\u300d+\u300cpylearn2\u306egpgpu\u74b0\u5883\u300d\u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u5c0e\u5165\u74b0\u5883<\/h5>\n<p>\u30fbOS=ubuntu14.04LTS<br \/>\u30fbGPU=GeForce GTX 970<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fbCUDA\u5165\u308c\u308b<br \/>\u30fbtheano\u3067gpu\u8a2d\u5b9a<br \/>\u30fbAnaconda\u5165\u308c\u308b<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/may46onez.hatenablog.com\/entry\/2016\/02\/11\/130835' target='jumpsite' rel=\"noopener\">\u2192\u5099\u5fd8\u9332\u3068\u304b\u65e5\u5e38\u3068\u304b\u3000\u2192ubuntu14.04\u3000theano\u3068\u304bgpgpu\u74b0\u5883\u69cb\u7bc9\u30e1\u30e2<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0Windows%E7%B7%A8\"><\/span>\u25a0Windows\u7de8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u3092Windows\u74b0\u5883\u3078\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300cCPU\u3068GPU\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6bd4\u8f03\u300d\u3067\u3001GPU\u306e\u5834\u5408\u3001\u7d0412\u500d\u9ad8\u901f\u5316\u3055\u308c\u305f\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u5c0e\u5165\u74b0\u5883<\/h5>\n<p>\u30fbOS=Windows<br \/>\u30fbGPU=GeForce GTX 760<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fbVisual Studio Community 2013\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbCUDA Toolkit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbPython\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbMinGW\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbCygwin\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbPython distutils\u306e\u4fee\u6b63<br \/>\u30fbPyCUDA\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbTheano\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\u30fbTheano\u306e\u52d5\u4f5c\u78ba\u8a8d<br \/>\u30fbCPU\u3068GPU\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6bd4\u8f03<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/aidiary.hatenablog.com\/entry\/20150127\/1422364425' target='jumpsite' rel=\"noopener\">\u2192\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3059\u308b\u65ad\u5275\u9332\u3000\u2192Theano\u3092Windows\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0Mac%E7%B7%A8\"><\/span>\u25a0Mac\u7de8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u3092Mac\u74b0\u5883\u3078\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u306f\u307e\u308a\u30dd\u30a4\u30f3\u30c8\u306b\u3064\u3044\u3066\u306e\u6ce8\u610f\u70b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h5>\u5c0e\u5165\u74b0\u5883<\/h5>\n<p>\u30fbOS=Mac OS X 10.10.4<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>1. pyenv\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<br \/>2. pyenv\u7d4c\u7531\u3067anaconda\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<br \/>3. pip\u7d4c\u7531\u3067theano\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/qiita.com\/knao124\/items\/edb6a1b5a62410768f05' target='jumpsite' rel=\"noopener\">\u2192Qiita\u3000\u2192Theano\u3092Mac OS X 10.10\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5 \uff08pyenv, anaconda\u3092\u4f7f\u7528\uff09<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%82%AF%E3%83%A9%E3%82%A6%E3%83%89AWS%E7%B7%A8\"><\/span>\u25a0\u30af\u30e9\u30a6\u30c9(AWS)\u7de8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u3092AWS\u74b0\u5883\u3078\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30af\u30e9\u30a6\u30c9\u306e\u5834\u5408\u306f\u3001\u304a\u624b\u8efd\u306b\u9ad8\u6027\u80fdLinux\u30de\u30b7\u30f3\u3092\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h5>\u5c0e\u5165\u74b0\u5883<\/h5>\n<p>\u30fbOS=Ubuntu14.04(64-bit)<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>1. AWS\u3067DeepLearning\u7528\u30de\u30b7\u30f3\u3092\u7528\u610f\u3059\u308b<br \/>1.1. \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u8981\u4ef6<br \/>1.2. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\u306e\u8a2d\u5b9a<br \/>1.3. Elastic IP \u306e\u8a2d\u5b9a<br \/>1.4. \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bSSH\u63a5\u7d9a<br \/>2. GPU\u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308b<br \/>2.1. \u30c9\u30e9\u30a4\u30d0\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>2.2. CUDA-toolkit\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>2.3. cuDNN\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>3. Python\u95a2\u9023\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>3.1. Anaconda\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>3.2. Theano\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>3.3. openCV\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>4. GPU\u306e\u52d5\u4f5c\u78ba\u8a8d<br \/>5. \u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u5b8c\u4e86<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/qiita.com\/J-Holliday\/items\/954206fd7b99c4491b30' target='jumpsite' rel=\"noopener\">\u2192Qiita\u3000\u2192AWS(Ubuntu14.04)\u3092DeepLearning\u7528\u306b\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3059\u308b\uff08CUDA, cuDNN\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff09<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0Docker%E7%B7%A8\"><\/span>\u25a0Docker\u7de8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u306eDocker\u30d5\u30a1\u30a4\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/deeplearning.net\/software\/theano\/install.html' target='jumpsite' rel=\"noopener\">\u2192Theano\u3000\u2192Installing Theano<\/a><\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A2Theano%E3%81%AE%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2462Theano\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A2Theano%E3%81%AE%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB-2\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2462Theano\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6570\u591a\u304f\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u4f7f\u3044\u65b9\u3084\u89e3\u8aac\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0Theano%E3%81%AE%E5%9F%BA%E6%9C%AC%E7%9A%84%E3%81%AA%E4%BD%BF%E3%81%84%E6%96%B9\"><\/span>\u25a0Theano\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u4e8b\u524d\u6e96\u5099<br \/>\u30fbNumPy\u306e\u304a\u3055\u3089\u3044<br \/>\u30fb\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9<br \/>\u30fb\u5fae\u5206\u306e\u8a08\u7b97<br \/>\u30fbtensor\u306e\u30e1\u30bd\u30c3\u30c9<br \/>\u30fb\u5171\u6709\u5909\u6570<br \/>\u30fb\u5fdc\u7528\u4f8b\uff1a\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/aokiji.science\/blog\/?p=112' target='jumpsite' rel=\"noopener\">\u2192NANA-KOROBI\u3000\u2192Theano -\u57fa\u672c\u7de8-<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB%E5%9F%BA%E7%A4%8E%E7%9F%A5%E8%AD%98\"><\/span>\u25a0\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u57fa\u790e\u77e5\u8b58<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u884c\u306a\u3046\u305f\u3081\u306e\u6e96\u5099\u65b9\u6cd5\u3001\u57fa\u790e\u77e5\u8b58\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fbTheano\u306e\u8d85\u7c21\u7565\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<br \/>\u30fb\u307e\u305a\u5e38\u306bImport\u3057\u3066\u304a\u304f\uff13\u3064<br \/>\u30fb\u3053\u308c\u3060\u3051\u77e5\u3063\u3066\u304a\u3051\u3070\u6982\u306d\u5927\u4e08\u592b<br \/>\u30fb\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5b9f\u88c5<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/qiita.com\/mokemokechicken\/items\/3fbf6af714c1f66f99e9' target='jumpsite' rel=\"noopener\">\u2192Qiita\u3000\u2192Theano \u306e \u57fa\u672c\u30e1\u30e2<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%82%AA%E3%83%95%E3%82%A3%E3%82%B7%E3%83%A3%E3%83%AB%E3%82%B5%E3%82%A4%E3%83%88%E3%80%80%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB\"><\/span>\u25a0\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u30b5\u30a4\u30c8\u3000\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u30b5\u30a4\u30c8\u306b\u306f\u591a\u304f\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u767b\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/deeplearning.net\/software\/theano\/tutorial\/index.html#tutorial' target='jumpsite' rel=\"noopener\">\u2192Theano\u3000\u2192Docs\u3000\u2192Tutorial<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%81%E3%83%A5%E3%83%BC%E3%83%88%E3%83%AA%E3%82%A2%E3%83%AB%E3%80%8CLSTM_Networks_for_Sentiment_Analysis%E3%80%8D\"><\/span>\u25a0\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u300cLSTM Networks for Sentiment Analysis\u300d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u30b3\u30fc\u30c9\u30ea\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u8a13\u7df4\u30c7\u30fc\u30bf\u306e\u5206\u985e<br \/>\u30fb\u30b3\u30fc\u30c9\u30ea\u30fc\u30c7\u30a3\u30f3\u30b0<br \/>\u30fb\u30e1\u30a4\u30f3\u306e\u95a2\u6570<br \/>\u30fb\u305d\u306e\u4ed6\u3061\u3087\u3063\u3068\u77e5\u3063\u3066\u304a\u304f\u3068\u826f\u304b\u3063\u305f\u95a2\u6570<br \/>\u30fb\u69cb\u7bc9\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u4e2d\u8eab\u306b\u4f55\u5165\u3063\u3066\u3044\u308b\u304b<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/qiita.com\/inuscript\/items\/84f972af73c2af27849a' target='jumpsite' rel=\"noopener\">\u2192Qiita\u3000\u2192Theano\u306eLSTM Tutorial\u3067\u4f55\u3084\u3063\u3066\u3044\u308b\u306e\u304b\u30b3\u30fc\u30c9\u30ea\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b<\/a><\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A3Theano%E3%81%AEPython%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%9F%E3%83%B3%E3%82%B0\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2463Theano\u306ePython\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A3Theano%E3%81%AEPython%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%9F%E3%83%B3%E3%82%B0-2\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2463Theano\u306ePython\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Theano\u3092\u4f7f\u7528\u3057\u305fPython\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u5b9f\u88c5\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0MNIST%E6%89%8B%E6%9B%B8%E3%81%8D%E6%96%87%E5%AD%97%E8%AA%8D%E8%AD%98\"><\/span>\u25a0MNIST\u624b\u66f8\u304d\u6587\u5b57\u8a8d\u8b58<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u3092\u4f7f\u3063\u305f\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(CNN)\u306e\u5b9f\u88c5\u306b\u3064\u3044\u3066\u306e\u89e3\u8aac\u3067\u3059\u3002<\/p>\n<p>\u300cDeep Learning Tutorial\u300d\u306b\u6cbf\u3063\u3066\u3001LeNet\u3092\u30d9\u30fc\u30b9\u306bMNIST\u306e\u624b\u66f8\u304d\u6587\u5b57\u8a8d\u8b58\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fbLeNet<br \/>\u30fb\u5b9f\u88c5<br \/>\u30fb\u7573\u307f\u8fbc\u307f\u5c64<br \/>\u30fb\u6d3b\u6027\u5316\u95a2\u6570<br \/>\u30fb\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<br \/>\u30fb\u5168\u7d50\u5408\u5c64<br \/>\u30fb\u30ed\u30b9\u95a2\u6570<br \/>\u30fbLeNet<br \/>\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<br \/>\u30fb\u5c64\u306e\u5b9a\u7fa9<br \/>\u30fb\u5b66\u7fd2(\u8a55\u4fa1)<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/qiita.com\/perrying\/items\/c768f665f7f5f36028d8' target='jumpsite' rel=\"noopener\">\u2192Qiita\u3000\u2192Theano\u3092\u4f7f\u3063\u3066deep learning\u3057\u3066\u307f\u305f<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0MNIST%E3%81%AE%E6%89%8B%E6%9B%B8%E3%81%8D%E6%95%B0%E5%AD%97%E8%AA%8D%E8%AD%98\"><\/span>\u25a0MNIST\u306e\u624b\u66f8\u304d\u6570\u5b57\u8a8d\u8b58<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>\u300cDeep Learning Tutorial\u300d\u306e\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5b9f\u88c5\u3068\u3057\u3066\u3001MNIST\u306e\u624b\u66f8\u304d\u6570\u5b57\u8a8d\u8b58\u5b9f\u88c5\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<br \/>\u30fb\u7573\u307f\u8fbc\u307f\u5c64<br \/>\u30fb\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<br \/>\u30fbLeNetConvPoolLayer\u30af\u30e9\u30b9<br \/>\u30fb2\u3064\u3081\u306e\u7573\u307f\u8fbc\u307f\u5c64\u3068\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<br \/>\u30fb\u6700\u5f8c\u306e\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3<br \/>\u30fb\u78ba\u7387\u7684\u52fe\u914d\u964d\u4e0b\u6cd5\u306b\u3088\u308b\u30e2\u30c7\u30eb\u8a13\u7df4<br \/>\u30fb\u5b9f\u884c\u6642\u9593\u306e\u8a08\u6e2c<br \/>\u30fb\u30d5\u30a3\u30eb\u30bf\u3068\u7573\u307f\u8fbc\u307f\u5c64\u306e\u51fa\u529b\u306e\u53ef\u8996\u5316<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/aidiary.hatenablog.com\/entry\/20150626\/1435329581' target='jumpsite' rel=\"noopener\">\u2192\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3059\u308b\u65ad\u5275\u9332\u3000\u2192Theano\u306b\u3088\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b9f\u88c5 (1)<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E8%87%AA%E5%B7%B1%E7%AC%A6%E5%8F%B7%E5%8C%96%E5%99%A8\"><\/span>\u25a0\u81ea\u5df1\u7b26\u53f7\u5316\u5668<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u306b\u3088\u308b\u300c\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u300d\u5b9f\u88c5\u3092\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300c\u81ea\u5df1\u7b26\u53f7\u5316\u5668(\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0)\u300d\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u6b21\u5143\u5727\u7e2e\u306e\u305f\u3081\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u3053\u3068\u3067\u3059\u3002\u60c5\u5831\u91cf\u3092\u5c0f\u3055\u304f\u3057\u305f\u7279\u5fb4\u8868\u73fe\u3092\u7372\u5f97\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u81ea\u5df1\u7b26\u53f7\u5316\u5668<br \/>\u30fb\u91cd\u307f\u5171\u6709\u306e\u5b9f\u88c5<br \/>\u30fb\u7b26\u53f7\u5316\u30fb\u5fa9\u53f7\u5316\u51e6\u7406\u306e\u5b9f\u88c5<br \/>\u30fb\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u8aa4\u5dee\u95a2\u6570\u306e\u5b9f\u88c5<br \/>\u30fb\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u5b9f\u88c5<br \/>\u30fb\u5b9f\u9a13\u7d50\u679c<br \/>\u30fb\u91cd\u307f\u306e\u53ef\u8996\u5316<br \/>\u30fb\u5165\u529b\u753b\u50cf\u306e\u518d\u69cb\u7bc9<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/aidiary.hatenablog.com\/entry\/20151203\/1449146680' target='jumpsite' rel=\"noopener\">\u2192\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3059\u308b\u65ad\u5275\u9332\u3000\u2192Theano\u306b\u3088\u308b\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u5b9f\u88c5<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E7%A9%8D%E5%B1%A4%E8%87%AA%E5%B7%B1%E7%AC%A6%E5%8F%B7%E5%8C%96%E5%99%A8\"><\/span>\u25a0\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u5b9f\u88c5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300c\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668(\u30c7\u30a3\u30fc\u30d7\u30fb\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0)\u300d\u3068\u306f\u30012\u5c64\u4ee5\u4e0a\u306e\u4e2d\u9593\u5c64\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u300c\u4e2d\u9593\u5c641\u5c64\u306e\u307f\u3067\u4f5c\u308b\u300d\u2192\u300c\u51fa\u529b\u5c64\u3092\u53d6\u308a\u9664\u304f\u300d\u2192\u300c\u4e2d\u9593\u5c64\u3092\u5165\u529b\u5c64\u3068\u898b\u306a\u3057\u3066\u3001\u3082\u30461\u5c64\u7a4d\u307f\u4e0a\u3052\u308b\u300d\u306e\u624b\u9806\u3092\u7e70\u308a\u8fd4\u3057\u3066\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\uff12\u3064\u306e\u5074\u9762<br \/>\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u6210\u30fb\u91cd\u307f\u306e\u5171\u6709<br \/>\u30fbpre-training\u95a2\u6570\u306e\u4f5c\u6210<br \/>\u30fbfine-tuning\u95a2\u6570\u306e\u4f5c\u6210<br \/>\u30fb\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u8a13\u7df4\u3068\u8a55\u4fa1<br \/>\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9<br \/>\u30fbpre-training<br \/>\u30fbfine-tuning<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/aidiary.hatenablog.com\/entry\/20160122\/1453470767' target='jumpsite' rel=\"noopener\">\u2192\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3059\u308b\u65ad\u5275\u9332\u3000\u2192Theano\u306b\u3088\u308b\u7a4d\u5c64\u81ea\u5df1\u7b26\u53f7\u5316\u5668\u306e\u5b9f\u88c5<\/a><\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0RNN%E5%86%8D%E5%B8%B0%E5%9E%8B%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%E5%AE%9F%E8%A3%85\"><\/span>\u25a0RNN(\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af)\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h5>\u6982\u8981<\/h5>\n<p>Theano\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u300cRecurrent Neural Networks Tutorial, Part 2 \u2013 Implementing a RNN with Python, Numpy and Theano\u300d\u306b\u6cbf\u3063\u3066\u3001RNN(\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af)\u5b9f\u88c5\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u89e3\u8aac\u30c6\u30fc\u30de<\/h5>\n<p>\u30fb\u8a00\u8a9e\u30e2\u30c7\u30eb<br \/>\u30fb\u30c7\u30fc\u30bf\u306e\u8a13\u7df4\u3068\u524d\u51e6\u7406<br \/>\u30fbRNN \u3092\u69cb\u7bc9\u3059\u308b<br \/>\u30fb\u521d\u671f\u5316<br \/>\u30fb\u30d5\u30a9\u30ef\u30fc\u30c9\u30fb\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3 (Forward Propagation)<br \/>\u30fb\u640d\u5931\u3092\u8a08\u7b97\u3059\u308b<br \/>\u30fbSGD \u3068 Backpropagation Through Time (BPTT) \u306b\u3088\u308a RNN \u3092\u8a13\u7df4\u3059\u308b<br \/>\u30fb\u52fe\u914d\u30c1\u30a7\u30c3\u30af<br \/>\u30fbSGD \u5b9f\u88c5<br \/>\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092 Theano \u3068 GPU \u3067\u8a13\u7df4\u3059\u308b<br \/>\u30fb\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b<\/p>\n<h5>\u30da\u30fc\u30b8\u30ea\u30f3\u30af<\/h5>\n<p><a href='http:\/\/tensorflow.classcat.com\/2016\/03\/21\/rnn-2-lang-model-with-numpy-and-theano\/' target='jumpsite' rel=\"noopener\">\u2192\u30af\u30e9\u30b9\u30ad\u30e3\u30c3\u30c8\u3000\u2192RNN\u3000\u2192Recurrent Neural Networks (2) \u2013 Python, Numpy \u3068 Theano \u306b\u3088\u308b RNN \u306e\u5b9f\u88c5 \uff08\u7ffb\u8a33\/\u8981\u7d04\uff09<\/a><\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A4Theano%E3%83%99%E3%83%BC%E3%82%B9%E3%83%A9%E3%83%83%E3%83%91%E3%83%BC%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%80%8CKeras%E3%80%8D%E3%81%A8%E3%81%AF\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2464Theano\u30d9\u30fc\u30b9\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u300cKeras\u300d\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"Theano%E5%8F%82%E8%80%83%E6%83%85%E5%A0%B1%E2%91%A4Theano%E3%83%99%E3%83%BC%E3%82%B9%E3%83%A9%E3%83%83%E3%83%91%E3%83%BC%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%80%8CKeras%E3%80%8D%E3%81%A8%E3%81%AF-2\"><\/span>Theano\u53c2\u8003\u60c5\u5831\u2464Theano\u30d9\u30fc\u30b9\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u300cKeras\u300d\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u300cKeras\u300d\u306e\u6982\u8981\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%80%8CKeras%E3%80%8D%E6%A6%82%E8%A6%81\"><\/span>\u25a0\u300cKeras\u300d\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Keras(\u30b1\u30e9\u30b9)\u3068\u306f\u3001\u9ad8\u6c34\u6e96\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>Python\u5b9f\u88c5\u3067\u3001\u300cTheano\u300d\u307e\u305f\u306f\u300cTensorFlow\u300d\u4e0a\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u3088\u308a\u3001\u8fc5\u901f\u306a\u5b9f\u9a13\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3092\u91cd\u70b9\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>CPU\u3068GPU\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%A9%E3%83%83%E3%83%91%E3%83%BC%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA\"><\/span>\u25a0\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Keras\u306f\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u300cTheano\u300d\u3068\u300cTensorflow\u300d\u3092\u9078\u629e\u3057\u3066\u4f7f\u7528\u3067\u304d\u308b\u30e9\u30c3\u30d1\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>\u3082\u3068\u3082\u3068\u306f\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30c6\u30f3\u30bd\u30eb\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u300cTheano\u300d\u306e\u307f\u3092\u63a1\u7528\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u300cTensorFlow\u300d\u3082\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u300cTheano\u300d\u300cTensorflow\u300d\u306fKeras\u30d5\u30ed\u30f3\u30c8\u304b\u3089\u5b8c\u5168\u306b\u96a0\u853d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5909\u66f4\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b\u3001\u300cTheano\u300d\u3068\u300cTensorflow\u300d\u306e\u5207\u308a\u66ff\u3048\u3092\u884c\u3048\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%82%B3%E3%83%B3%E3%83%91%E3%82%AF%E3%83%88%E3%81%AA%E3%82%B3%E3%83%BC%E3%83%87%E3%82%A3%E3%83%B3%E3%82%B0\"><\/span>\u25a0\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Keras\u3067\u306f\u3001\u51e6\u7406\u3092\u76f4\u611f\u7684\u306b\u30b3\u30f3\u30d1\u30af\u30c8\u306b\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u5165\u529b\u5c64\u304b\u3089\u51fa\u529b\u5c64\u3078\u306e\u51e6\u7406\u306e\u6d41\u308c\u901a\u308a(\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u56f3\u306b\u63cf\u304b\u308c\u308b\u9806\u756a\u901a\u308a)\u306b\u3001\u5fc5\u8981\u306a\u30ce\u30fc\u30c9\u5b9a\u7fa9\u3084\u6d3b\u6027\u5316\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u3066\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u6210\u3067\u304d\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u6df1\u5c64\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u8868\u73fe\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u300cTheano\u306b\u3088\u308b\u5b9f\u88c5\u300d\u3068\u6bd4\u3079\u3066\u3001\u300cKeras\u306b\u3088\u308b\u5b9f\u88c5\u300d\u306f\u3001\u5927\u5e45\u306b\u30b7\u30f3\u30d7\u30eb\u306b\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002\u5197\u9577\u8981\u7d20\u3092\u6392\u9664\u3067\u304d\u308b\u305f\u3081\u3001\u300cTheano\u3067\u306f\u6570\u5341\u884c\u5fc5\u8981\u306a\u51e6\u7406\u300d\u3092\u300cKeras\u3067\u306f\u6570\u884c\u300d\u3067\u8a18\u8ff0\u3067\u304d\u308b\u30d1\u30bf\u30fc\u30f3\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0Python%E5%AE%9F%E8%A3%85\"><\/span>\u25a0Python\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30e2\u30c7\u30eb\u306fPython\u30b3\u30fc\u30c9\u3067\u8a18\u8ff0\u3057\u307e\u3059\u3002\u5225\u500b\u306e\u5ba3\u8a00\u5f62\u5f0f\u30e2\u30c7\u30eb\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u5bb9\u6613\u306a\u30c7\u30d0\u30c3\u30b0\u3068\u62e1\u5f35\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E5%AF%BE%E5%BF%9C%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\"><\/span>\u25a0\u5bfe\u5fdc\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ee5\u4e0b\u306e2\u3064\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u30fb\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (CNN:Convolutional Neural Networks)<br \/>\u30fb\u518d\u5e30\u578b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(RNN:Recurrent Neural Network)\u300d<\/p>\n<p>\u3053\u308c\u3089\u306e2\u3064\u306e\u7d44\u307f\u5408\u308f\u305b\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A02%E7%A8%AE%E9%A1%9E%E3%81%AE%E3%83%A2%E3%83%87%E3%83%AB\"><\/span>\u25a02\u7a2e\u985e\u306e\u30e2\u30c7\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Keras\u306f\u30012\u7a2e\u985e\u306e\u65b9\u6cd5\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30cb\u30f3\u30b0\u69cb\u9020\u3092\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002<br \/>\u30fb\u300cSequential\u300d=\u5c64\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u91cd\u306d\u3066\u3044\u304f\u69cb\u9020\u306b\u9069\u3057\u3066\u3044\u307e\u3059<br \/>\u30fb\u300cFunctional\u300d=\u8907\u96d1\u306a\u30e2\u30c7\u30eb(\u8907\u6570\u51fa\u529b\u3001\u6709\u5411\u975e\u5de1\u56de\u30b0\u30e9\u30d5\u306a\u3069)\u306b\u9069\u3057\u3066\u3044\u307e\u3059<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E3%83%A2%E3%82%B8%E3%83%A5%E3%83%BC%E3%83%AB%E6%80%A7\"><\/span>\u25a0\u30e2\u30c7\u30eb\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u300c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5c64\u300d\u300c\u640d\u5931\u95a2\u6570\u300d\u300c\u6700\u9069\u5316\u300d\u300c\u521d\u671f\u5316\u300d\u300c\u6d3b\u6027\u5316\u95a2\u6570\u300d\u300c\u6b63\u898f\u5316\u300d\u306a\u3069\u306e\u5404\u6a5f\u80fd\u306f\u3001\u305d\u308c\u305e\u308c\u5b8c\u5168\u306b\u72ec\u7acb\u3057\u305f\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u4f5c\u6210\u6642\u306b\u7d50\u5408\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E6%9C%80%E5%B0%8F%E4%B8%BB%E7%BE%A9%E3%83%9F%E3%83%8B%E3%83%9E%E3%83%AA%E3%82%BA%E3%83%A0\"><\/span>\u25a0\u30e2\u30c7\u30eb\u306e\u6700\u5c0f\u4e3b\u7fa9(\u30df\u30cb\u30de\u30ea\u30ba\u30e0)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u305d\u308c\u305e\u308c\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u77ed\u304f\u30b7\u30f3\u30d7\u30eb\u306b\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u3055\u308c\u3066\u3044\u308b\u90e8\u5206\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3 class=\"h3Custom\"><span class=\"ez-toc-section\" id=\"%E2%96%A0%E6%8B%A1%E5%BC%B5%E6%80%A7\"><\/span>\u25a0\u62e1\u5f35\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u65b0\u3057\u3044\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u30af\u30e9\u30b9\/\u95a2\u6570\u3068\u3057\u3066\u3001\u7c21\u5358\u306b\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u65e2\u5b58\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u591a\u304f\u306e\u5b9f\u88c5\u4f8b\u304c\u3042\u308b\u305f\u3081\u3001\u6d3b\u7528\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3000<\/p>\n<p>\u53c2\u8003\u5143\u30b5\u30a4\u30c8<\/p>\n<ul>\n<li><a href='https:\/\/keras.io\/ja\/' target='jumpsite' rel=\"noopener\">Keras Documentation<\/a><\/li>\n<li><a href='http:\/\/aidiary.hatenablog.com\/entry\/20160328\/1459174455' target='jumpsite' rel=\"noopener\">\u4eba\u5de5\u77e5\u80fd\u306b\u95a2\u3059\u308b\u65ad\u5275\u9332\u3000\u2192\u6df1\u5c64\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea Keras<\/a><\/li>\n<li><a href='http:\/\/amacbee.hatenablog.com\/entry\/2015\/12\/02\/220414' target='jumpsite' rel=\"noopener\">amacbee&#8221;s blog\u3000\u2192Python\u88fd\u6df1\u5c64\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u300cKeras\u300d\u306e\u7d39\u4ecb (with TensorFlow)<\/a><\/li>\n<li><a href='https:\/\/tech.visasq.com\/chainer-keras\/' target='jumpsite' rel=\"noopener\">VIZASQ TECKBLOG\u3000\u2192\u30a8\u30f3\u30b8\u30cb\u30a2\u52c9\u5f37\u4f1a\u3067Chainer\u3068Keras\u306e\u6bd4\u8f03\u3092\u3057\u3066\u307f\u307e\u3057\u305f<\/a><\/li>\n<li><a href='http:\/\/qiita.com\/K-1\/items\/679ed023f9c3debffb3c' target='jumpsite' rel=\"noopener\">Qiita\u3000\u2192Deep Learning\u30e9\u30a4\u30d6\u30e9\u30eaKeras\u3068Keras.js\u306e\u7d39\u4ecb<\/a><\/li>\n<li><a href='http:\/\/tensorflow.classcat.com\/2016\/02\/13\/keras-deep-learning-library-for-tensorflow\/' target='jumpsite' rel=\"noopener\">\u30af\u30e9\u30b9\u30ad\u30e3\u30c3\u30c8\u3000\u2192Keras\u3000\u2192Keras: Theano \u3068 TensorFlow \u306e\u305f\u3081\u306e\u6df1\u5c64\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea<\/a><\/li>\n<\/ul>\n<p class='text80'>\u203b\u5b9a\u671f\u7684\u306b\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u5b9f\u65bd\u3057\u3066\u304a\u308a\u307e\u3059\u304c\u3001\u4e00\u90e8\u60c5\u5831\u304c\u53e4\u3044\u5834\u5408\u304c\u3054\u3056\u3044\u307e\u3059\u3002\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Theano(\u30c6\u30a2\u30ce)\u3068\u306f\u3001Python\u7528\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u300c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u4ee3\u6570\u30b7\u30b9\u30c6\u30e0\u300d\u3068\u300c\u6700\u9069\u5316\u30b3\u30f3\u30d1\u30a4\u30e9\u300d\u306e\u6a5f\u80fd\u3092\u6709\u3057\u3066\u304a\u308a\u3001\u591a\u6b21\u5143\u914d\u5217\u3092\u542b\u3080\u6570\u5f0f\u306b\u3064\u3044\u3066\u300c\u5b9a\u7fa9\u300d\u300c\u6700\u9069\u5316\u300d\u300c\u8a55\u4fa1\u300d\u304c\u53ef\u80fd\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u8a08\u7b97\u51e6\u7406\u3067\u3088\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":4,"featured_media":3972,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[243],"tags":[589],"class_list":["post-4923","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-oss","tag-theano"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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