{"id":201,"date":"2025-09-05T02:51:27","date_gmt":"2025-09-04T17:51:27","guid":{"rendered":"https:\/\/pclife-qa.com\/?p=201"},"modified":"2025-09-05T02:53:38","modified_gmt":"2025-09-04T17:53:38","slug":"ai%e9%96%8b%e7%99%ba%e3%81%a7%e4%bd%bf%e3%82%8f%e3%82%8c%e3%82%8b%e3%83%97%e3%83%ad%e3%82%b0%e3%83%a9%e3%83%9f%e3%83%b3%e3%82%b0%e8%a8%80%e8%aa%9e","status":"publish","type":"post","link":"https:\/\/pclife-qa.com\/?p=201","title":{"rendered":"AI\u958b\u767a\u3067\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e"},"content":{"rendered":"

AI\u958b\u767a\u3067\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e<\/h2>\n

2025\u5e74\u73fe\u5728\u3001AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u958b\u767a\u3001\u7279\u306b\u6a5f\u68b0\u5b66\u7fd2\u3084\u6df1\u5c64\u5b66\u7fd2\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u306e\u5206\u91ce\u3067\u306f\u3001Python\u304c\u5727\u5012\u7684\u306a\u30c7\u30d5\u30a1\u30af\u30c8\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9<\/strong>\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u7528\u9014\u3084\u76ee\u7684\u306b\u3088\u3063\u3066\u306f\u4ed6\u306e\u8a00\u8a9e\u3082\u91cd\u8981\u306a\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306b\u3001\u4e3b\u8981\u306a\u8a00\u8a9e\u3068\u305d\u306e\u7279\u5fb4\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n

\n

1. Python (\u6700\u3082\u4e3b\u6d41)<\/h3>\n

AI\u958b\u767a\u306e\u307b\u307c\u5168\u3066\u306e\u9818\u57df\u3067\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u304b\u3089AI\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u59cb\u3081\u308b\u306a\u3089\u3001\u307e\u305aPython\u3092\u5b66\u3076\u306e\u304c\u6700\u5584\u306e\u9078\u629e\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u7279\u5fb4<\/th>\n\u8a73\u7d30<\/th>\n<\/tr>\n<\/thead>\n
\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong><\/td>\n\u30fbTensorFlow<\/strong>,\u00a0PyTorch<\/strong>: \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e2\u5927\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<br>\u30fbscikit-learn<\/strong>: \u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u7dcf\u5408\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<br>\u30fbPandas<\/strong>: \u30c7\u30fc\u30bf\u5206\u6790\u30fb\u64cd\u4f5c\u306b\u5fc5\u9808\u3002<br>\u30fbNumPy<\/strong>: \u9ad8\u901f\u306a\u6570\u5024\u8a08\u7b97\u3092\u30b5\u30dd\u30fc\u30c8\u3002<br>\u3053\u308c\u3089\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u975e\u5e38\u306b\u6210\u719f\u3057\u3066\u304a\u308a\u3001\u6700\u5148\u7aef\u306e\u7814\u7a76\u304b\u3089\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u307e\u3067\u5e45\u5e83\u304f\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/td>\n<\/tr>\n
\u30b7\u30f3\u30d7\u30eb\u306a\u6587\u6cd5\u3068\u9ad8\u3044\u751f\u7523\u6027<\/strong><\/td>\n\u30b3\u30fc\u30c9\u304c\u8aad\u307f\u66f8\u304d\u3057\u3084\u3059\u304f\u3001\u521d\u5fc3\u8005\u3067\u3082\u5b66\u3073\u3084\u3059\u3044\u3067\u3059\u3002\u30a2\u30a4\u30c7\u30a2\u3092\u7d20\u65e9\u304f\u8a66\u4f5c\uff08\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\uff09\u3057\u3001\u691c\u8a3c\u3059\u308b\u30b5\u30a4\u30af\u30eb\u3092\u9ad8\u901f\u306b\u56de\u305b\u307e\u3059\u3002<\/td>\n<\/tr>\n
\u5de8\u5927\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong><\/td>\n\u4e16\u754c\u4e2d\u306e\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u304c\u5229\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5b66\u7fd2\u8cc7\u6599\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3001Q&A\u30b5\u30a4\u30c8\u306e\u60c5\u5831\u304c\u975e\u5e38\u306b\u8c4a\u5bcc\u3067\u3059\u3002\u554f\u984c\u304c\u767a\u751f\u3057\u3066\u3082\u89e3\u6c7a\u7b56\u3092\u898b\u3064\u3051\u3084\u3059\u3044\u3067\u3059\u3002<\/td>\n<\/tr>\n
\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u89aa\u548c\u6027<\/strong><\/td>\nGoogle Colaboratory\u3084Jupyter Notebook\u3068\u3044\u3063\u305f\u5bfe\u8a71\u7684\u306a\u958b\u767a\u74b0\u5883\u304c\u5145\u5b9f\u3057\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30e2\u30c7\u30eb\u306e\u5b9f\u9a13\u3092\u52b9\u7387\u7684\u306b\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

2. C++<\/h3>\n

\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u6700\u91cd\u8981\u8996\u3055\u308c\u308b\u5834\u9762\u3067\u6d3b\u8e8d\u3057\u307e\u3059\u3002Python\u3067\u66f8\u304b\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u591a\u304f\u306f\u3001\u5185\u90e8\u306e\u9ad8\u901f\u306a\u8a08\u7b97\u51e6\u7406\u3092C++\u3067\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n
\u7528\u9014<\/th>\n\u8a73\u7d30<\/th>\n<\/tr>\n<\/thead>\n
\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306e\u5b9f\u884c<\/strong><\/td>\n\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u3092\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3084\u7d44\u307f\u8fbc\u307f\u6a5f\u5668\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u306a\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u305f\u74b0\u5883\u3067\u9ad8\u901f\u306b\u52d5\u304b\u3059\uff08\u63a8\u8ad6\u3059\u308b\uff09\u969b\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/td>\n<\/tr>\n
\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u91cd\u8981\u306a\u90e8\u5206\u306e\u5b9f\u88c5<\/strong><\/td>\nPython\u30e9\u30a4\u30d6\u30e9\u30ea\uff08TensorFlow, PyTorch\u306a\u3069\uff09\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3084\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u30b2\u30fc\u30e0AI\u3001\u30ed\u30dc\u30c6\u30a3\u30af\u30b9\u306a\u3069\u3067\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/td>\n<\/tr>\n
\u30e1\u30e2\u30ea\u7ba1\u7406<\/strong><\/td>\n\u4f4e\u30ec\u30d9\u30eb\u306a\u30e1\u30e2\u30ea\u64cd\u4f5c\u304c\u53ef\u80fd\u3067\u3001\u51e6\u7406\u3092\u6975\u9650\u307e\u3067\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

3. R\u8a00\u8a9e<\/h3>\n

\u7d71\u8a08\u89e3\u6790\u3068\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306b\u7279\u5316\u3057\u305f\u8a00\u8a9e\u3067\u3059\u3002\u5b66\u8853\u7814\u7a76\u3001\u7279\u306b\u7d71\u8a08\u5b66\u3084\u751f\u7269\u60c5\u5831\u5b66\uff08\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\uff09\u306e\u5206\u91ce\u3067\u6839\u5f37\u3044\u4eba\u6c17\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n
\u7279\u5fb4<\/th>\n\u8a73\u7d30<\/th>\n<\/tr>\n<\/thead>\n
\u7d71\u8a08\u89e3\u6790\u306b\u7279\u5316<\/strong><\/td>\n\u8c4a\u5bcc\u306a\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u7528\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u63c3\u3063\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u7d71\u8a08\u5206\u6790\u3092\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/td>\n<\/tr>\n
\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/strong><\/td>\nggplot2<\/code>\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3048\u3070\u3001\u9ad8\u54c1\u8cea\u3067\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/td>\n<\/tr>\n
\u30a2\u30ab\u30c7\u30df\u30c3\u30af\u306a\u5229\u7528<\/strong><\/td>\n\u591a\u304f\u306e\u7814\u7a76\u8ad6\u6587\u304cR\u8a00\u8a9e\u3067\u5b9f\u88c5\u30fb\u691c\u8a3c\u3055\u308c\u3066\u304a\u308a\u3001\u7814\u7a76\u8005\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

4. \u305d\u306e\u4ed6\u306e\u8a00\u8a9e<\/h3>\n

\u7279\u5b9a\u306e\u76ee\u7684\u3084\u74b0\u5883\u3067\u9078\u629e\u3055\u308c\u308b\u8a00\u8a9e\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u8a00\u8a9e<\/th>\n\u4e3b\u306a\u7528\u9014\u30fb\u7279\u5fb4<\/th>\n<\/tr>\n<\/thead>\n
Java \/ Scala<\/strong><\/td>\n\u30fb\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u51e6\u7406<\/strong>: Apache Spark\u306a\u3069\u306e\u5206\u6563\u51e6\u7406\u57fa\u76e4\u3068\u9023\u643a\u3057\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u6271\u3046\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b7\u30b9\u30c6\u30e0\u3067\u5229\u7528\u3055\u308c\u307e\u3059\u3002<br>\u30fb\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408<\/strong>: \u65e2\u306bJava\u3067\u69cb\u7bc9\u3055\u308c\u305f\u5927\u898f\u6a21\u306a\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306bAI\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u5834\u5408\u306b\u9078\u629e\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br>\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea: Deeplearning4j (DL4J), Tribuo\u306a\u3069\u3002<\/td>\n<\/tr>\n
Julia<\/strong><\/td>\n\u30fb\u79d1\u5b66\u6280\u8853\u8a08\u7b97<\/strong>: Python\u306e\u66f8\u304d\u3084\u3059\u3055\u3068C\u8a00\u8a9e\u4e26\u307f\u306e\u5b9f\u884c\u901f\u5ea6\u3092\u4e21\u7acb\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u305f\u65b0\u3057\u3044\u8a00\u8a9e\u3002<br>\u30fb\u6570\u5024\u8a08\u7b97\u3084\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u304a\u308a\u3001\u5c06\u6765\u7684\u306bAI\u5206\u91ce\u3067\u306e\u5229\u7528\u304c\u62e1\u5927\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/td>\n<\/tr>\n
Rust<\/strong><\/td>\n\u30fb\u5b89\u5168\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong>: C++\u3068\u540c\u69d8\u306b\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u3064\u3064\u3001\u30e1\u30e2\u30ea\u5b89\u5168\u6027\u304c\u4fdd\u8a3c\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u3088\u308a\u5805\u7262\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<br>\u30fb\u9ad8\u901f\u306a\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3084\u3001WebAssembly(Wasm)\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067AI\u3092\u52d5\u304b\u3059\u7528\u9014\u3067\u63a1\u7528\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/td>\n<\/tr>\n
JavaScript<\/strong><\/td>\n\u30fb\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u306eAI\u5b9f\u884c<\/strong>:\u00a0TensorFlow.js<\/code>\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3044\u3001Web\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u76f4\u63a5AI\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\uff08\u4f8b: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u753b\u50cf\u8a8d\u8b58\u306a\u3069\uff09\u3067\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u307e\u3068\u3081<\/h3>\n\n\n\n\n\n\n\n\n\n
\u76ee\u7684<\/th>\n\u304a\u3059\u3059\u3081\u306e\u8a00\u8a9e<\/th>\n<\/tr>\n<\/thead>\n
\u3053\u308c\u304b\u3089AI\u3092\u5b66\u3073\u305f\u3044<\/strong><\/td>\nPython<\/strong>\u00a0(\u4e00\u629e\u3068\u8a00\u3063\u3066\u826f\u3044\u3067\u3057\u3087\u3046)<\/td>\n<\/tr>\n
\u7814\u7a76\u30fb\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u7d71\u8a08<\/strong><\/td>\nPython<\/strong>,\u00a0R<\/strong><\/td>\n<\/tr>\n
\u9ad8\u901f\u306a\u63a8\u8ad6\u30fb\u7d44\u307f\u8fbc\u307f\u30b7\u30b9\u30c6\u30e0<\/strong><\/td>\nC++<\/strong>,\u00a0Rust<\/strong><\/td>\n<\/tr>\n
\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u57fa\u76e4<\/strong><\/td>\nJava<\/strong>,\u00a0Scala<\/strong>\u00a0(Spark\u3068\u5171\u306b)<\/td>\n<\/tr>\n
Web\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u306e\u5b9f\u884c<\/strong><\/td>\nJavaScript<\/strong>\u00a0(TypeScript)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

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