{"id":14603,"date":"2024-01-13T14:10:03","date_gmt":"2024-01-13T10:40:03","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=14603"},"modified":"2024-01-13T14:10:03","modified_gmt":"2024-01-13T10:40:03","slug":"python-libraries","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/ja\/tutorials\/python-libraries\/","title":{"rendered":"2024\u5e74\u306e\u30c8\u30c3\u30d710 Python\u30e9\u30a4\u30d6\u30e9\u30ea"},"content":{"rendered":"<h2 id=\"%d9%85%d9%82%d8%af%d9%85%d9%87\">\u5c0e\u5165<\/h2>\n<p>\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u79c1\u305f\u3061\u306e\u751f\u6d3b\u306e\u3042\u3089\u3086\u308b\u5074\u9762\u3067\u307e\u3059\u307e\u3059\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u4eca\u65e5\u306e\u4e16\u754c\u3067\u306f\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u52b9\u679c\u7684\u306b\u89e3\u6c7a\u3067\u304d\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Python\u306f\u305d\u306e\u3088\u3046\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u4e00\u3064\u3067\u3059\u3002\u8fd1\u5e74\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306a\u3069\u3001\u69d8\u3005\u306a\u696d\u754c\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001Python\u306e\u4eba\u6c17\u306f\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002Python\u306e\u4eba\u6c17\u306e\u7406\u7531\u306f\u3001\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u7fa4\u306b\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u591a\u304f\u306e\u65b0\u9032\u6c17\u92ed\u306e\u624d\u80fd\u3042\u308b\u4eba\u6750\u304c\u3001\u4e3b\u8981\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u3057\u3066Python\u306b\u60f9\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6700\u3082\u6709\u540d\u306aPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3001\u73fe\u4ee3\u793e\u4f1a\u306b\u304a\u3051\u308b\u305d\u308c\u3089\u306e\u7528\u9014\u306b\u3064\u3044\u3066\u3001\u8aad\u8005\u306e\u7686\u69d8\u306b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002.<\/p>\n<h2 id=\"%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%da%86%db%8c%d8%b3%d8%aa%d8%9f\">\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306f\u4f55\u3067\u3059\u304b?<\/h2>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306f\u3001\u30e1\u30bd\u30c3\u30c9\u3001\u30af\u30e9\u30b9\u3001\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u96c6\u5408\u4f53\u3067\u3042\u308a\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3067\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u95a2\u6570\u3092\u4e00\u304b\u3089\u8a18\u8ff0\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u901a\u5e38\u3001\u30b9\u30b3\u30fc\u30d7\u304c\u72ed\u3044\u305f\u3081\uff08\u6587\u5b57\u5217\u3001I\/O\u3001\u30bd\u30b1\u30c3\u30c8\u306a\u3069\uff09\u3001API\uff08\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09\u306f\u5c0f\u3055\u304f\u3001\u4f9d\u5b58\u95a2\u4fc2\u3082\u5c11\u306a\u304f\u3066\u6e08\u307f\u307e\u3059\u3002\u3053\u308c\u306f\u30af\u30e9\u30b9\u5b9a\u7fa9\u306e\u30ea\u30b9\u30c8\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u3055\u3066\u3001\u3053\u3053\u3067\u8ab0\u3082\u304c\u62b1\u304f\u7591\u554f\u306f\u3001\u306a\u305c\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5fc5\u8981\u306a\u306e\u304b\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u8aac\u660e\u306f\u7c21\u5358\u3067\u3059\u3002\u30b3\u30fc\u30c9\u306e\u518d\u5229\u7528\u6027\u3067\u3059\u3002\u30b3\u30fc\u30c9\u306e\u518d\u5229\u7528\u6027\u3068\u306f\u3001\u4ed6\u8005\u304c\u65e2\u306b\u4f5c\u6210\u307e\u305f\u306f\u8a18\u8ff0\u3057\u305f\u30b3\u30fc\u30c9\u3092\u3001\u81ea\u5206\u306e\u76ee\u7684\u306e\u305f\u3081\u306b\u518d\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u4e00\u90e8\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6587\u5b57\u5217\u5185\u306e\u6587\u5b57\u306e\u6700\u5f8c\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8fd4\u3059 findLastIndex(char) \u3068\u3044\u3046\u95a2\u6570\u304c\u3042\u308a\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306e findLastIndex(charToFind) \u95a2\u6570\u3092\u3059\u3050\u306b\u547c\u3073\u51fa\u3057\u3001\u4f4d\u7f6e\u3092\u7279\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u6587\u5b57\u3092\u5f15\u6570\u3068\u3057\u3066\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u3068\u3063\u3066\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u5929\u4f7f\u306e\u3088\u3046\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u8eca\u8f2a\u306e\u518d\u767a\u660e\u3092\u9632\u304e\u3001\u771f\u306e\u554f\u984c\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u308c\u308b\u306e\u3067\u3059\u3002.<\/p>\n<h2 id=\"%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%da%86%db%8c%d8%b3%d8%aa%d8%9f\">Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306f\u4f55\u3067\u3059\u304b?<\/h2>\n<p>\u6700\u3082\u4eba\u6c17\u306e\u3042\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3059\u308b\u524d\u306b\u3001\u307e\u305a\u306fPython\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u6982\u8981\u3092\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002\u300cPython\u300d\u3068\u3044\u3046\u540d\u524d\u306f\u3001\u304a\u305d\u3089\u304f\u805e\u3044\u305f\u3053\u3068\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u3002Guido Van Rossum\u6c0f\u306e\u767a\u660e\u3067\u30011980\u5e74\u4ee3\u306b\u8a95\u751f\u3057\u305fPython\u306f\u3001\u30b2\u30fc\u30e0\u30c1\u30a7\u30f3\u30b8\u30e3\u30fc\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u8a00\u8a9e\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002Python\u306e\u4eba\u6c17\u306e\u7406\u7531\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>Python \u306b\u306f\u4e00\u9023\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u4ed8\u5c5e\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li>Python \u306f\u3001\u305d\u306e\u4f7f\u3044\u3084\u3059\u3055\u3068\u30b7\u30f3\u30d7\u30eb\u3055\u304b\u3089\u3001\u521d\u5fc3\u8005\u5411\u3051\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u3057\u3066\u6700\u9069\u3067\u3059\u3002.<\/li>\n<li>Python \u306f\u3001\u958b\u767a\u3001\u5c55\u958b\u3001\u4fdd\u5b88\u306e\u3042\u3089\u3086\u308b\u9762\u3067\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li>Python \u304c\u7d76\u5927\u306a\u4eba\u6c17\u3092\u8a87\u3063\u3066\u3044\u308b\u3082\u3046\u4e00\u3064\u306e\u7406\u7531\u306f\u3001\u8efd\u91cf\u3067\u3001\u5f31\u3044\u30b7\u30b9\u30c6\u30e0\u3067\u3082\u4f7f\u7528\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002.<\/li>\n<li>C\u3001Java\u3001C++ \u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001Python \u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u69cb\u6587\u306f\u5b66\u7fd2\u304c\u7c21\u5358\u3067\u3001\u62bd\u8c61\u5316\u306e\u30ec\u30d9\u30eb\u3082\u9ad8\u3044\u3067\u3059\u3002.<\/li>\n<\/ul>\n<p>\u4e0a\u8a18\u306e\u6700\u521d\u306e\u30dd\u30a4\u30f3\u30c8\u3067\u8ff0\u3079\u305f\u3088\u3046\u306b\u3001Python\u306e\u4eba\u6c17\u306f\u3001\u305d\u306e\u591a\u69d8\u3067\u4f7f\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u5927\u304d\u304f\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002Python\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30bc\u30ed\u304b\u3089\u30b3\u30fc\u30c9\u3092\u66f8\u304b\u305a\u306b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3067\u304d\u308b\u4fbf\u5229\u306a\u95a2\u6570\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3059\u3002137,000\u3092\u8d85\u3048\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5099\u3048\u305fPython\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u30c7\u30fc\u30bf\u8996\u899a\u5316\u3001\u753b\u50cf\u304a\u3088\u3073\u30c7\u30fc\u30bf\u64cd\u4f5c\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3084\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h2 id=\"1-pandas\">1. \u30d1\u30f3\u30c0<\/h2>\n<p><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"768\"  height=\"311\"  class=\"aligncenter wp-image-14605 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 768px) 100vw, 768px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas.png\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas.png 768w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-300x121.png 300w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-110x45.png 110w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-200x81.png 200w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-380x154.png 380w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-255x103.png 255w, https:\/\/cdn.itpiran.net\/2024\/01\/13132053\/Pandas-550x223.png 550w\" ><\/p>\n<p>Pandas\u306fBSD\uff08Berkeley Software Distribution\uff09\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3053\u306e\u4eba\u6c17\u306e\u9ad8\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u5206\u91ce\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e3b\u306b\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3001\u64cd\u4f5c\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002Pandas\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001R\u306a\u3069\u306e\u4ed6\u306e\u8a00\u8a9e\u306b\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u5206\u6790\u64cd\u4f5c\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002Python\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u901a\u5e38\u3001\u4ee5\u4e0b\u306e\u30c7\u30fc\u30bf\u578b\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u30c7\u30fc\u30bf\u3002.<\/li>\n<li>\u9806\u5e8f\u4ed8\u3051\u3089\u308c\u305f\u30c7\u30fc\u30bf\u3068\u9806\u5e8f\u4ed8\u3051\u3089\u308c\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u3092\u542b\u3080\u6642\u7cfb\u5217\u3002.<\/li>\n<li>\u884c\u5217\u30c7\u30fc\u30bf\u306e\u884c\u3068\u5217\u306b\u306f\u30e9\u30d9\u30eb\u304c\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002.<\/li>\n<li>\u30e9\u30d9\u30eb\u306e\u306a\u3044\u60c5\u5831\u3002.<\/li>\n<li>\u305d\u306e\u4ed6\u306e\u7a2e\u985e\u306e\u7d71\u8a08\u60c5\u5831\u3002.<\/li>\n<\/ul>\n<h2 id=\"2-numpy\">2. \u30ca\u30f3\u30d1\u30a4<\/h2>\n<p><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Numpy.png\"  class=\"aligncenter pk-lazyload\"  width=\"225\"  height=\"225\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Numpy.png\" ><br \/>\nNumPy\u306f\u3001\u79d1\u5b66\u8a08\u7b97\u306b\u7279\u5316\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e2d\u3067\u6700\u3082\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u306e1\u3064\u3067\u3059\u3002\u9ad8\u901f\u8a08\u7b97\u306e\u305f\u3081\u306e\u6570\u5b66\u95a2\u6570\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u884c\u5217\u3084\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u6570\u5024\u8a08\u7b97Python\u300d\u306f\u300cNumPy\u300d\u3068\u3044\u3046\u7528\u8a9e\u3067\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002\u7dda\u5f62\u4ee3\u6570\u3001\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u306e\u305f\u3081\u306e\u591a\u6b21\u5143\u30b3\u30f3\u30c6\u30ca\u3001\u4e71\u6570\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002NumPy\u306e\u91cd\u8981\u306a\u95a2\u6570\u306b\u306f\u3001arcsin()\u3001arccos()\u3001tan()\u3001radians()\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002Python\u3067\u306f\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u304c\u5c11\u306a\u304f\u3001\u9ad8\u901f\u3067\u4f7f\u3044\u3084\u3059\u3044\u305f\u3081\u3001\u30ea\u30b9\u30c8\u3088\u308a\u3082NumPy\u914d\u5217\u304c\u597d\u307e\u308c\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6: Numpy \u306f\u975e\u5e38\u306b\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002.<\/li>\n<li>\u6570\u5b66: NumPy \u306f\u96e3\u3057\u3044\u6570\u5f0f\u306e\u5b9f\u884c\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002.<\/li>\n<li>\u76f4\u611f\u7684: \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3068\u30c8\u30d4\u30c3\u30af\u306e\u7406\u89e3\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002.<\/li>\n<li>\u9ad8\u3044\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3: \u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u304c\u591a\u304f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u8ca2\u732e\u3082\u8c4a\u5bcc\u3067\u3059\u3002.<\/li>\n<\/ol>\n<p>NumPy\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u3001\u753b\u50cf\u3001\u97f3\u58f0\u6ce2\u5f62\u3001\u305d\u306e\u4ed6\u306e\u751f\u306e\u30d0\u30a4\u30ca\u30ea\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u3001\u5b9f\u6570\u5024\u306eN\u6b21\u5143\u914d\u5217\u3068\u3057\u3066\u8868\u73fe\u3057\u3001\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u958b\u767a\u8005\u304c\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6a5f\u68b0\u5b66\u7fd2\u306b\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001NumPy\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002.<\/p>\n<h2 id=\"3-keras\">3. \u30b1\u30e9\u30b9<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Keras-768x223.png\"  class=\"pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Keras-768x223.png\" ><br \/>\nKeras\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u8fc5\u901f\u306b\u30c6\u30b9\u30c8\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306ePython\u30d9\u30fc\u30b9\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u666e\u53ca\u306b\u4f34\u3044\u3001Keras\u306f\u512a\u308c\u305f\u9078\u629e\u80a2\u3068\u3057\u3066\u6d6e\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u306b\u3088\u308b\u3068\u3001Keras\u306f\u6a5f\u68b0\u3067\u306f\u306a\u304f\u4eba\u9593\u306e\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305fAPI\uff08\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff09\u3067\u3042\u308b\u305f\u3081\u3067\u3059\u3002Keras\u306f\u3001TensorFlow\u3084Theano\u3088\u308a\u3082\u7523\u696d\u754c\u3084\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u9ad8\u3044\u63a1\u7528\u7387\u3092\u8a87\u3063\u3066\u3044\u307e\u3059\u3002Keras\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u524d\u306b\u3001TensorFlow\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-2\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>CPU (\u4e2d\u592e\u51e6\u7406\u88c5\u7f6e) \u3068 GPU (\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u88c5\u7f6e) \u306e\u4e21\u65b9\u3067\u554f\u984c\u306a\u304f\u52d5\u4f5c\u3057\u307e\u3059\u3002.<\/li>\n<li>Keras \u306f\u3001\u5b8c\u5168\u63a5\u7d9a\u3001\u7573\u307f\u8fbc\u307f\u3001\u30d7\u30fc\u30eb\u3001\u518d\u5e30\u3001\u57cb\u3081\u8fbc\u307f\u306a\u3069\u3001\u307b\u307c\u3059\u3079\u3066\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>Keras \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u306b\u3088\u308a\u3001\u8868\u73fe\u529b\u3068\u9069\u5fdc\u6027\u304c\u975e\u5e38\u306b\u9ad8\u307e\u308a\u3001\u9ad8\u5ea6\u306a\u7814\u7a76\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li>Keras \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c7\u30d0\u30c3\u30b0\u3068\u63a2\u7d22\u3092\u7c21\u7d20\u5316\u3059\u308b Python \u30d9\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002.<\/li>\n<\/ol>\n<h2 id=\"4-tensorflow\">4. \u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/tf_logo_social-768x432.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/tf_logo_social-768x432.png\" ><br \/>\nTensorFlow\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u9ad8\u6027\u80fd\u6570\u5024\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3082\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002Google\u306e\u4eba\u5de5\u77e5\u80fd\u90e8\u9580\u3067\u3042\u308bGoogle Brain\u30c1\u30fc\u30e0\u306e\u7814\u7a76\u8005\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u3001\u73fe\u5728\u3067\u306f\u6570\u5b66\u3001\u7269\u7406\u5b66\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u7814\u7a76\u8005\u306b\u3088\u3063\u3066\u8907\u96d1\u306a\u6570\u5b66\u8a08\u7b97\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002TensorFlow\u306f\u9ad8\u901f\u5316\u3092\u91cd\u8996\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001XLA\uff08XLA\u307e\u305f\u306fAccelerated Linear Algebra\u306f\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u306a\u304fTensorFlow\u30e2\u30c7\u30eb\u3092\u9ad8\u901f\u5316\u3067\u304d\u308b\u3001\u7dda\u5f62\u4ee3\u6570\u7528\u306e\u30c9\u30e1\u30a4\u30f3\u7279\u5316\u578b\u30b3\u30f3\u30d1\u30a4\u30e9\u3067\u3059\uff09\u306a\u3069\u306e\u6280\u8853\u3092\u7528\u3044\u3066\u9ad8\u901f\u306a\u7dda\u5f62\u4ee3\u6570\u8a08\u7b97\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-3\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>\u30ec\u30b9\u30dd\u30f3\u30b7\u30d6\u306a\u69cb\u9020: TensorFlow \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30b0\u30e9\u30d5\u306e\u4efb\u610f\u306e\u90e8\u5206\u3092\u7c21\u5358\u306b\u8996\u899a\u5316\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u308c\u306f Numpy \u3084 SciKit \u3067\u306f\u4e0d\u53ef\u80fd\u3067\u3059\u3002.<\/li>\n<li>\u591a\u7528\u9014: Tensorflow \u306e\u6700\u3082\u91cd\u8981\u306a\u6a5f\u80fd\u306e 1 \u3064\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u95a2\u9023\u3059\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u67d4\u8edf\u3067\u3042\u308b\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u3067\u3042\u308a\u3001\u72ec\u81ea\u306b\u4e00\u90e8\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>TensorFlow \u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u7c21\u5358\u3067\u3059\u3002\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u7528\u306e CPU \u304a\u3088\u3073 GPU \u4e0a\u3067 TensorFlow \u3092\u4f7f\u7528\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>\u4e26\u5217\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0: TensorFlow \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u8907\u6570\u306e\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068 GPU \u3092\u540c\u6642\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u5927\u898f\u6a21\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\uff1aGoogle\u304c\u958b\u767a\u3057\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u65e2\u306b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u5c02\u9580\u5bb6\u306b\u3088\u308b\u5927\u898f\u6a21\u306a\u30c1\u30fc\u30e0\u304c\u7d99\u7d9a\u7684\u306a\u5b89\u5b9a\u6027\u5411\u4e0a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6700\u5927\u306e\u5229\u70b9\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308b\u305f\u3081\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u4eba\u306a\u3089\u8ab0\u3067\u3082\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002.<\/li>\n<\/ol>\n<h2 id=\"5-scikit-learn\">5. Scikit-learn<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Scikit-Learn-550x296.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Scikit-Learn-550x296.png\" ><br \/>\nScikit Learn\u306f\u3001Python\u74b0\u5883\u3067\u52d5\u4f5c\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u4e21\u65b9\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001NumPy\u3001Matplotlib\u3001SciPy\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u52a0\u3048\u3001\u4e00\u822c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002Scikit Learn\u306f\u3001Spotify\u306e\u97f3\u697d\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u6700\u3082\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u3067\u306f\u3001Scikit Learn\u306e\u4e3b\u8981\u306a\u6a5f\u80fd\u3092\u3044\u304f\u3064\u304b\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<ol>\n<li>\u30af\u30ed\u30b9\u691c\u8a3c: Scikit Learn \u3092\u4f7f\u7528\u3057\u3066\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6559\u5e2b\u3042\u308a\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001train_test_split \u30e1\u30bd\u30c3\u30c9\u3001cross_val_score \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002.<\/li>\n<li>\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u624b\u6cd5: \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u56e0\u5b50\u5206\u6790\u3001\u4e3b\u6210\u5206\u5206\u6790\u3001\u6559\u5e2b\u306a\u3057\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u3001\u5e45\u5e83\u3044\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002.<\/li>\n<li>\u7279\u5fb4\u62bd\u51fa: \u753b\u50cf\u3084\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u306e\u306f\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\u3059 (Bag of Words \u306a\u3069)\u3002.<\/li>\n<\/ol>\n<h2 id=\"6-eli5\">6. \u30a4\u30fc\u30e9\u30a45<\/h2>\n<p><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  width=\"380\"  height=\"380\"  class=\"aligncenter wp-image-14606 size-full pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 380px) 100vw, 380px\"  data-pk-src=\"https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5.jpg\"  data-pk-srcset=\"https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5.jpg 380w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-300x300.jpg 300w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-150x150.jpg 150w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-110x110.jpg 110w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-200x200.jpg 200w, https:\/\/cdn.itpiran.net\/2024\/01\/13134717\/Eli5-255x255.jpg 255w\" ><\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306f\u3057\u3070\u3057\u3070\u4e0d\u6b63\u78ba\u3067\u3059\u304c\u3001Eli5 Python\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u3053\u306e\u4e0d\u6b63\u78ba\u306a\u4e88\u6e2c\u3068\u3044\u3046\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002Eli5\u306f\u3001\u3042\u3089\u3086\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u53ef\u8996\u5316\u3068\u30c7\u30d0\u30c3\u30b0\u306b\u52a0\u3048\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u52d5\u4f5c\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u30c8\u30ec\u30fc\u30b9\u3059\u308b\u6a5f\u80fd\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002Eli5\u304c\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001XGBoost\u3001lightning\u3001scikit-learn\u3001sklearn crfsuite\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d8%ac%d8%a7%d8%b2%d9%87-%d8%af%d9%87%db%8c%d8%af-%d8%a7%da%a9%d9%86%d9%88%d9%86-%d8%af%d8%b1-%d9%85%d9%88%d8%b1%d8%af-%d8%a8%d8%b1%d8%ae%db%8c-%d8%a7%d8%b2-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87\">\u3053\u3053\u3067\u3001Eli5 \u306e\u3044\u304f\u3064\u304b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002<\/h5>\n<ol>\n<li>ELI5\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u985e\u5668\u3092\u691c\u8a3c\u3057\u3001\u305d\u306e\u4e88\u6e2c\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3059\u3002sklearn\u306e\u56de\u5e30\u5668\u3084XGBoost\u3001CatBoost\u3001Keras\u306a\u3069\u306e\u5206\u985e\u5668\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30c7\u30d0\u30c3\u30b0\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002.<\/li>\n<li>\u4ed6\u306e Python \u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u306e\u4f9d\u5b58\u95a2\u4fc2\u304c\u3042\u308b\u5834\u5408\u306b\u306f\u3001Eli5 \u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002.<\/li>\n<li>Eli5 \u306f\u3001\u30ec\u30ac\u30b7\u30fc \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u3082\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h2 id=\"7-scipy\">7. \u30b5\u30a4\u30d1\u30a4<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/SciPy.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/SciPy.png\" ><br \/>\n<span>Scipy\u306f\u3001\u79d1\u5b66\u8a08\u7b97\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u9ad8\u6027\u80fd\u8a08\u7b97\u306b\u7528\u3044\u3089\u308c\u308b\u3001\u7121\u6599\u3067\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u9ad8\u901f\u8a08\u7b97\u306e\u305f\u3081\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30eb\u30fc\u30c1\u30f3\u304c\u591a\u6570\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002Scipy\u306fNumPy\u62e1\u5f35\u6a5f\u80fd\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u53ef\u8996\u5316\u3001\u305d\u3057\u3066\u9ad8\u6c34\u6e96\u30b3\u30de\u30f3\u30c9\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002Scipy\u306fNumPy\u3068\u4f75\u7528\u3057\u3066\u6570\u5b66\u8a08\u7b97\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002NumPy\u306f\u914d\u5217\u30c7\u30fc\u30bf\u306e\u30bd\u30fc\u30c8\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3092\u53ef\u80fd\u306b\u3057\u3001SciPy\u306f\u6570\u5024\u30b3\u30fc\u30c9\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002Cluster\u3001constant\u3001fftpack\u3001merge\u3001interpolation\u3001io\u3001linalg\u3001ndimage\u3001odr\u3001optimize\u3001signal\u3001sparse\u3001spatial\u3001eigen\u3001statistics\u306f\u3001SciPy\u3067\u5229\u7528\u53ef\u80fd\u306a\u6570\u591a\u304f\u306e\u30b5\u30d6\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u307b\u3093\u306e\u4e00\u90e8\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30b5\u30d6\u30d1\u30c3\u30b1\u30fc\u30b8\u3092SciPy\u304b\u3089\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u306b\u306f\u3001\u300cfrom scipy import \u30b5\u30d6\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u300d\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001NumPy\u3001SciPy\u30e9\u30a4\u30d6\u30e9\u30ea\u3001Matplotlib\u3001IPython\u3001Sympy\u3001Pandas\u306f\u5fc5\u9808\u306eSciPy\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3059\u3002.<\/span><\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-4\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>SciPy \u306e\u4e3b\u306a\u7279\u5fb4\u306f\u3001NumPy \u3067\u8a18\u8ff0\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u914d\u5217\u3067\u306f NumPy \u304c\u5e83\u7bc4\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002.<\/li>\n<li>SciPy \u306f\u3001\u6700\u9069\u5316\u3001\u6570\u5024\u7a4d\u5206\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u52b9\u7387\u7684\u306a\u6570\u5024\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u3001\u7279\u6b8a\u306a\u30b5\u30d6\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002.<\/li>\n<li>\u3059\u3079\u3066\u306e\u95a2\u6570\u306fSciPy\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u8a73\u7d30\u306b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002SciPy\u306e\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u306fNumPy\u914d\u5217\u3067\u3042\u308a\u3001\u69d8\u3005\u306a\u4e00\u822c\u7684\u306a\u79d1\u5b66\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002SciPy\u306f\u3001\u7dda\u5f62\u4ee3\u6570\u3001\u7a4d\u5206\uff08\u5fae\u7a4d\u5206\uff09\u3001\u5e38\u5fae\u5206\u65b9\u7a0b\u5f0f\u306e\u89e3\u3001\u4fe1\u53f7\u51e6\u7406\u3068\u3044\u3063\u305f\u30bf\u30b9\u30af\u3092\u5bb9\u6613\u306b\u51e6\u7406\u3057\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h3 id=\"8-pytorch\">8. \u30d1\u30a4\u30c8\u30fc\u30c1<\/h3>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/Pytorch_logo.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/10\/Pytorch_logo.png\" ><br \/>\nPyTorch \u306f\u3001Facebook \u304c 2017 \u5e74\u306b\u521d\u3081\u3066\u5c0e\u5165\u3057\u305f Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u5927\u5e45\u306b GPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305f\u30c6\u30f3\u30bd\u30eb\u8a08\u7b97 (NumPy \u306b\u985e\u4f3c) \u3068\u3001\u67d4\u8edf\u6027\u3068\u901f\u5ea6\u3092\u63d0\u4f9b\u3059\u308b\u30c7\u30a3\u30fc\u30d7 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30d9\u30fc\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3044\u3046 2 \u3064\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-5\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>Python \u3068\u305d\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f PyTorch \u306b\u3088\u3063\u3066\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002.<\/li>\n<li>Facebook \u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u8981\u4ef6\u306b\u3088\u308a\u3001\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002.<\/li>\n<li>\u4f7f\u3044\u3084\u3059\u3055\u3068\u7406\u89e3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3001\u4f7f\u3044\u3084\u3059\u3044 API \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002.<\/li>\n<li>PyTorch \u3067\u306f\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u306e\u3069\u306e\u6642\u70b9\u3067\u3082\u30b0\u30e9\u30d5\u3092\u52d5\u7684\u306b\u8a2d\u5b9a\u304a\u3088\u3073\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>PyTorch \u3067\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u7c21\u5358\u3067\u3001\u51e6\u7406\u304c\u9ad8\u901f\u3067\u3059\u3002.<\/li>\n<li>CUDA (CUDA \u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u7279\u5b9a\u306e\u7a2e\u985e\u306e\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\u3092\u6c4e\u7528\u51e6\u7406\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u4e26\u5217\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304a\u3088\u3073\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001GPU \u4e0a\u306e\u6c4e\u7528\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u547c\u3070\u308c\u307e\u3059) \u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001GPU \u30de\u30b7\u30f3\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002.<\/li>\n<\/ol>\n<h3 id=\"9-lightgbm\">9. \u30e9\u30a4\u30c8GBM<\/h3>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/LightGBM-550x275.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/LightGBM-550x275.png\" ><br \/>\n\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u6c7a\u5b9a\u6728\u306a\u3069\u306e\u5358\u7d14\u306a\u30e2\u30c7\u30eb\u3092\u518d\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u304c\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u958b\u767a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3001\u8457\u540d\u306a\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u624b\u6cd5\u3092\u8fc5\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u5c02\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5b58\u5728\u3057\u307e\u3059\u3002LightGBM\u3001XGBoost\u3001CatBoost\u306a\u3069\u304c\u305d\u306e\u4f8b\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3059\u3079\u3066\u3001\u554f\u984c\u89e3\u6c7a\u306b\u5f79\u7acb\u3064\u7af6\u5408\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u307b\u307c\u540c\u3058\u3088\u3046\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-6\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>\u975e\u5e38\u306b\u9ad8\u901f\u306a\u8a08\u7b97\u306b\u3088\u308a\u9ad8\u3044\u751f\u7523\u52b9\u7387\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002.<\/li>\n<li>\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u3067\u304d\u308b\u306e\u3067\u4f7f\u3044\u3084\u3059\u3044\u3067\u3059\u3002.<\/li>\n<li>\u591a\u304f\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3088\u308a\u3082\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002.<\/li>\n<li>NaN\u5024\u3084\u305d\u306e\u4ed6\u306e\u6a19\u6e96\u5024\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30a8\u30e9\u30fc\u306f\u767a\u751f\u3057\u307e\u305b\u3093\u3002.<\/li>\n<\/ol>\n<h2 id=\"10-theano\">10. \u30c6\u30a2\u30ce<\/h2>\n<p><img  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Theano-768x177.png\"  class=\"aligncenter pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/www.interviewbit.com\/blog\/wp-content\/uploads\/2021\/11\/Theano-768x177.png\" ><br \/>\nTheano\u306f\u3001\u4ed6\u306e\u6570\u5b66\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u540c\u69d8\u306b\u3001\u6570\u5f0f\u306e\u5b9a\u7fa9\u3001\u6700\u9069\u5316\u3001\u8a55\u4fa1\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u52b9\u7387\u7684\u306a\u6570\u5f0f\u51e6\u7406\u306e\u305f\u3081\u306b\u3001\u5de8\u5927\u306a\u591a\u6b21\u5143\u914d\u5217\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u6a19\u6e96\u7684\u306aC\u8a00\u8a9e\u30d9\u30fc\u30b9\u306e\u30b3\u30fc\u30c9\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3068\u51e6\u7406\u901f\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001Theano\u306f\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5099\u3048\u3066\u3044\u308b\u305f\u3081\u3001\u9ad8\u901f\u306a\u30b3\u30fc\u30c9\u5b9f\u884c\u304c\u53ef\u80fd\u3067\u3059\u3002\u7121\u52b9\u306a\u5f0f\u3092\u691c\u51fa\u30fb\u8a55\u4fa1\u3067\u304d\u308b\u305f\u3081\u3001NumPy\u3088\u308a\u3082\u4fbf\u5229\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002.<\/p>\n<h5 id=\"%d8%a7%d9%85%da%a9%d8%a7%d9%86%d8%a7%d8%aa-7\">\u7279\u5fb4\uff1a<\/h5>\n<ol>\n<li>PyName \u7d71\u5408: Theano \u306f\u3001Theano \u6e96\u62e0\u306e\u95a2\u6570\u3067 NumPy \u914d\u5217\u3092\u5b8c\u5168\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>\u900f\u904e\u7684\u306a GPU \u306e\u4f7f\u7528: CPU \u3088\u308a\u3082\u306f\u308b\u304b\u306b\u9ad8\u901f\u306b\u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002.<\/li>\n<li>\u52b9\u7387\u7684\u306a\u8a18\u53f7\u5fae\u5206: Theano \u306f\u3001\u52b9\u7387\u7684\u306a\u8a18\u53f7\u5fae\u5206\u3092\u4f7f\u7528\u3057\u3066\u30011 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