{"id":44990,"date":"2025-02-07T12:28:26","date_gmt":"2025-02-07T12:28:26","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=44990"},"modified":"2026-01-09T10:36:19","modified_gmt":"2026-01-09T10:36:19","slug":"%e5%88%9d%e5%bf%83%e8%80%85%e3%81%ae%e3%81%9f%e3%82%81%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b5%e3%82%a4%e3%82%a8%e3%83%b3%e3%82%b9%e3%83%bb%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/ja\/blog\/10-data-science-project-ideas-for-beginners\/","title":{"rendered":"2026\u5e74\u3001\u521d\u5fc3\u8005\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c810\u306e\u30a2\u30a4\u30c7\u30a2"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"44990\" class=\"elementor elementor-44990\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69ccb7f e-flex e-con-boxed e-con 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trong><\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u6b20\u640d\u5024\u306e\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u5411\u4e0a\u3057\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u30fb\u30b7\u30f3\u30ad\u30f3\u30b0\u3002<\/li>\n<li>\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u9069\u5316\u306e\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p><strong>3.\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u958b\u767a<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u5fd7\u671b\u8005\u306b\u3068\u3063\u3066\u3001\u5b8c\u6210\u3057\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u7d39\u4ecb\u3059\u308b\u3053\u3068\u306f\u5f37\u529b\u306a\u624b\u6bb5\u3060\uff1a<\/p>\n<ul>\n<li>\u3042\u306a\u305f\u306e\u30b9\u30ad\u30eb\u3092\u5177\u4f53\u7684\u306b\u8a3c\u660e\u3059\u308b\u3053\u3068\u3067\u3001\u6f5c\u5728\u7684\u306a\u96c7\u7528\u4e3b\u306b\u5370\u8c61\u3092\u4e0e\u3048\u307e\u3057\u3087\u3046\u3002<\/li>\n<li>\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u53d6\u308a\u7d44\u307f\u3001\u95a2\u9023\u3059\u308b\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u80fd\u529b\u3092\u8a3c\u660e\u3059\u308b\u3002<\/li>\n<\/ul>\n<p><strong>4.\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\u306e\u7fd2\u5f97<\/strong><\/p>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001Python\u3001R\u3001Tableau\u3001TensorFlow\u3001Scikit-learn\u306a\u3069\u306e\u5fc5\u9808\u30c4\u30fc\u30eb\u306b\u89e6\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u4ee5\u4e0b\u306e\u3053\u3068\u306b\u5f79\u7acb\u3061\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u696d\u754c\u6a19\u6e96\u306e\u6280\u8853\u3067\u5c02\u9580\u77e5\u8b58\u3092\u7bc9\u304f<\/li>\n<li>\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u3084\u30c6\u30af\u30cb\u30c3\u30af\u3092\u5e38\u306b\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3002<\/li>\n<\/ul>\n<p><strong>5.\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306e\u5f37\u5316<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u3057\u3070\u3057\u3070\u9818\u57df\u7279\u6709\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u3055\u308c\u307e\u3059\uff08\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u91d1\u878d\u3001\u5c0f\u58f2\u306a\u3069\uff09\u3002\u3053\u308c\u3089\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u643a\u308f\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u69d8\u3005\u306a\u696d\u754c\u306b\u3064\u3044\u3066\u7406\u89e3\u3092\u6df1\u3081\u308b\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u539f\u5247\u3092\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u9069\u7528\u3059\u308b\u3053\u3068\u3092\u5b66\u3076\u3002<\/li>\n<\/ul>\n<p><strong>6.\u81ea\u4fe1\u3092\u9ad8\u3081\u308b<\/strong><\/p>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u81ea\u5206\u306e\u80fd\u529b\u306b\u81ea\u4fe1\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u308b\uff1a<\/p>\n<ul>\n<li>\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u53d6\u308a\u7d44\u3080\u3002<\/li>\n<li>\u610f\u601d\u6c7a\u5b9a\u3092\u4fc3\u9032\u3059\u308b\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u3042\u308b\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><strong>7.\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong><\/p>\n<p>GitHub\u3001Kaggle\u3001LinkedIn\u306e\u3088\u3046\u306a\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7d50\u679c\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n<ul>\n<li>\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u63d0\u6848\u3092\u96c6\u3081\u308b\u3002<\/li>\n<li>Help you build a strong professional network and&nbsp;when connecting at offline events like hackathons or conferences, tools like <a href=\"https:\/\/www.uniqode.com\/digital-business-card\">Uniqode\u2019s business card<\/a> make it easier to exchange contact details instantly.<\/li>\n<\/ul>\n<p><strong>8.\u9762\u63a5\u306e\u6e96\u5099<\/strong><\/p>\n<p>\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8077\u306e\u9762\u63a5\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528\u306b\u95a2\u3059\u308b\u8cea\u554f\u304c\u3042\u308a\u307e\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3080\uff1a<\/p>\n<ul>\n<li>\u9762\u63a5\u306e\u969b\u306b\u3001\u5b9f\u969b\u306e\u4f8b\u3092\u6319\u3052\u3066\u8aac\u660e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li>\n<li>\u554f\u984c\u89e3\u6c7a\u306e\u5b9f\u8df5\u7d4c\u9a13\u3092\u8a3c\u660e\u3059\u308b\u3002<\/li>\n<\/ul>\n<h3><strong>2025\u5e74\u3001\u521d\u5fc3\u8005\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c810\u306e\u30a2\u30a4\u30c7\u30a2<\/strong><\/h3>\n<h5><strong>1.\u682a\u4fa1\u4e88\u6e2c<\/strong><\/h5>\n<p><strong>\u6982\u8981<\/strong> \u904e\u53bb\u306e\u682a\u5f0f\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5c06\u6765\u306e\u682a\u4fa1\u3092\u4e88\u6e2c\u3059\u308b\u3002\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u6642\u7cfb\u5217\u5206\u6790\u3068\u56de\u5e30\u6280\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%91%e3%82%a4%e3%82%bd%e3%83%b3%e9%96%8b%e7%99%ba%e4%bc%9a%e7%a4%be\/\">\u30d1\u30a4\u30bd\u30f3<\/a>Pandas\u3001NumPy\u3001Scikit-learn\u3001TensorFlow\u3001\u305d\u3057\u3066\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306e\u305f\u3081\u306eMatplotlib\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u7406\u89e3<\/li>\n<li>\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u5b9f\u88c5<\/li>\n<li>\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3059\u308b<\/li>\n<\/ul>\n<h5><strong>2.\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u4e0a\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790<\/strong><\/h5>\n<p><strong>\u6982\u8981<\/strong> The strategy to <a href=\"https:\/\/circleboom.com\/blog\/how-to-turn-tweets-into-instagram-posts-and-reels-automatically\/\">post tweets on Instagram<\/a> is doing wonders for many companies. So, you can analyze tweets or social media posts to determine public sentiment about a specific topic or event. Analyze tweets or social media posts to determine public sentiment about a specific topic or event.<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001Natural Language Toolkit (NLTK)\u3001TextBlob\u3001Hugging Face Transformers\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u30c6\u30ad\u30b9\u30c8\u306e\u524d\u51e6\u7406\u3068\u30af\u30ea\u30fc\u30cb\u30f3\u30b0<\/li>\n<li>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u985e\u30e2\u30c7\u30eb\u306e\u9069\u7528<\/li>\n<li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3092\u7406\u89e3\u3059\u308b<\/li>\n<\/ul>\n<h5>3.\u6620\u753b\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u30e6\u30fc\u30b6\u30fc\u306e\u55dc\u597d\u3084\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6620\u753b\u3092\u63d0\u6848\u3059\u308b\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30fb\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001Pandas\u3001NumPy\u3001Scikit-learn\u3002\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3078\u306e\u5bfe\u5fdc<\/li>\n<li>\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/li>\n<li>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308b\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306e\u5411\u4e0a<\/li>\n<\/ul>\n<h5>4.E\u30b3\u30de\u30fc\u30b9\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u305f\u9867\u5ba2\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u8cfc\u8cb7\u884c\u52d5\u3084\u5c5e\u6027\u306b\u57fa\u3065\u3044\u3066\u9867\u5ba2\u3092\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3059\u308b\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001K-means\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001Scikit-learn\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9069\u7528<\/li>\n<li>Matplotlib\u307e\u305f\u306fSeaborn\u3067\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u53ef\u8996\u5316\u3059\u308b<\/li>\n<li>\u9867\u5ba2\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306e\u7279\u5b9a<\/li>\n<\/ul>\n<h5>5.\u4e0d\u6b63\u691c\u77e5\u30b7\u30b9\u30c6\u30e0<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u91d1\u878d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e0d\u6b63\u53d6\u5f15\u3092\u7279\u5b9a\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3059\u308b\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001Logistic Regression\u3001Decision Trees\u3001Random Forest\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u5206\u985e\u6280\u8853\u3092\u7406\u89e3\u3059\u308b<\/li>\n<li>\u4e0d\u5747\u8861\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308b<\/li>\n<li>\u7cbe\u5ea6\u3068\u6b63\u78ba\u3055\u306e\u6e2c\u5b9a\u57fa\u6e96\u306b\u3088\u308b\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1<\/li>\n<\/ul>\n<h5>6.\u4f4f\u5b85\u4fa1\u683c\u4e88\u6e2c<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u7acb\u5730\u3001\u5e83\u3055\u3001\u90e8\u5c4b\u6570\u306a\u3069\u306e\u7279\u5fb4\u304b\u3089\u4f4f\u5b85\u4fa1\u683c\u3092\u4e88\u6e2c\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001\u7dda\u5f62\u56de\u5e30\u3001XGBoost\u3001\u5909\u6570\u9593\u306e\u95a2\u4fc2\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306eSeaborn\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u56de\u5e30\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406<\/li>\n<li>\u4f4f\u5b85\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u91cd\u8981\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059<\/li>\n<\/ul>\n<h5>7.\u30a6\u30a7\u30a2\u30e9\u30d6\u30eb\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u305f\u5065\u5eb7\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u30a6\u30a7\u30a2\u30e9\u30d6\u30eb\u30c7\u30d0\u30a4\u30b9\uff08\u5fc3\u62cd\u6570\u3001\u6b69\u6570\u306a\u3069\uff09\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u50be\u5411\u3092\u7279\u5b9a\u3057\u3001\u5065\u5eb7\u30ea\u30b9\u30af\u3092\u4e88\u6e2c\u3059\u308b\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u306fPython\u3001TensorFlow\u3001Keras\u3092\u4f7f\u7528\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/li>\n<li>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u51e6\u7406<\/li>\n<li>\u4e88\u6e2c\u5206\u6790\u306e\u9069\u7528<\/li>\n<\/ul>\n<h5>8.\u5f93\u696d\u54e1\u306e\u6e1b\u5c11\u4e88\u6e2c<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u904e\u53bb\u306e\u4eba\u4e8b\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u3069\u306e\u5f93\u696d\u54e1\u304c\u9000\u8077\u3059\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001Scikit-learn\u3001Decision Trees\u3001Random Forest\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u30ab\u30c6\u30b4\u30ea\u30fc\u30c7\u30fc\u30bf\u3068\u6570\u5024\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044<\/li>\n<li>\u5206\u985e\u30e2\u30c7\u30eb\u306e\u5b9f\u88c5<\/li>\n<li>\u4eba\u4e8b\u5206\u6790\u3092\u7406\u89e3\u3059\u308b<\/li>\n<\/ul>\n<h5>9.\u4ea4\u901a\u5206\u6790\u3068\u4e8b\u6545\u4e88\u6e2c<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u4ea4\u901a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u4e8b\u6545\u304c\u8d77\u3053\u308a\u3084\u3059\u3044\u5834\u6240\u3084\u6642\u9593\u5e2f\u3092\u4e88\u6e2c\u3057\u3001\u9632\u6b62\u7b56\u3092\u63d0\u6848\u3059\u308b\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> Python\u3001Geopandas\u3001Scikit-learn\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u6271\u3046<\/li>\n<li>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u5206\u985e\u306e\u9069\u7528<\/li>\n<li>\u4ea4\u901a\u30d1\u30bf\u30fc\u30f3\u306e\u53ef\u8996\u5316<\/li>\n<\/ul>\n<h5>10.COVID-19\u30c7\u30fc\u30bf\u5206\u6790<\/h5>\n<p><strong>\u6982\u8981<\/strong> \u4e00\u822c\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308bCOVID-19\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u50be\u5411\u306e\u5206\u6790\u3001\u75c7\u4f8b\u306e\u4e88\u6e2c\u3001\u56de\u5fa9\u7387\u306e\u8996\u899a\u5316\u3092\u884c\u3046\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\uff1a<\/strong> \u9ad8\u5ea6\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306ePython\u3001Pandas\u3001Matplotlib\u3001Seaborn\u3001Tableau\u3002<\/p>\n<p><strong>\u4e3b\u306a\u5b66\u7fd2\u6210\u679c<\/strong><\/p>\n<ul>\n<li>\u5b9f\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046<\/li>\n<li>\u6642\u7cfb\u5217\u4e88\u6e2c<\/li>\n<li>\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u4f5c\u6210<\/li>\n<\/ul>\n<h3><strong>\u9032\u5316\u3059\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u4e16\u754c<\/strong><\/h3>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9032\u6b69\u3001\u696d\u754c\u306e\u30cb\u30fc\u30ba\u306e\u5909\u5316\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u6027\u306e\u9ad8\u307e\u308a\u306b\u3088\u3063\u3066\u3001\u5e38\u306b\u9032\u5316\u3057\u7d9a\u3051\u308b\u5206\u91ce\u3067\u3059\u3002\u521d\u5fc3\u8005\u3067\u3042\u308d\u3046\u3068\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u3067\u3042\u308d\u3046\u3068\u3001\u9577\u671f\u7684\u306a\u6210\u529f\u306e\u305f\u3081\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u5909\u5316\u306b\u5e38\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u30012025\u5e74\u306b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3057\u3066\u3044\u304f\u306e\u304b\u3001\u305d\u3057\u3066\u306a\u305c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u304c\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u306a\u5206\u91ce\u306a\u306e\u304b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\uff1a<\/p>\n<p><strong>1.\u6025\u901f\u306a\u6280\u8853\u306e\u9032\u6b69<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u306f\u3001\u305d\u306e\u98db\u8e8d\u7684\u306a\u9032\u6b69\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/www.carmatec.com\/ja\/%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bd%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u4eba\u5de5\u77e5\u80fd (AI)<\/a> \u305d\u3057\u3066 <a href=\"https:\/\/www.carmatec.com\/ja\/%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e9%96%8b%e7%99%ba%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u6a5f\u68b0\u5b66\u7fd2 (ML)<\/a>:\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u3088\u308a\u52b9\u7387\u7684\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u30fb\u5206\u6790\u3067\u304d\u308b\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u304c\u5bb9\u6613\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/li>\n<li>\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff1a\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u3042\u308b\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/aws%e3%83%9e%e3%83%8d%e3%83%bc%e3%82%b8%e3%83%89%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">AWS<\/a>Google Cloud\u3084Azure\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u51e6\u7406\u304c\u3088\u308a\u8eab\u8fd1\u306b\u306a\u308a\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u3082\u5411\u4e0a\u3057\u305f\u3002<\/li>\n<li>\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\uff1a\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3092\u7c21\u7d20\u5316\u3059\u308b\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3057\u3066\u3044\u308b\u3001 <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%bb%e3%83%93%e3%82%b8%e3%83%a5%e3%82%a2%e3%83%a9%e3%82%a4%e3%82%bc%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%83%bb%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3\/\">\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/a>\u305d\u3057\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5c55\u958b\u307e\u3067\u3002<\/li>\n<\/ul>\n<p><strong>2.\u696d\u754c\u3092\u8d85\u3048\u305f\u9700\u8981\u306e\u9ad8\u307e\u308a<\/strong><\/p>\n<p>\u533b\u7642\u304b\u3089\u91d1\u878d\u3001\u5c0f\u58f2\u3001\u305d\u3057\u3066\u8fb2\u696d\u306b\u81f3\u308b\u307e\u3067\u3001\u3042\u3089\u3086\u308b\u7523\u696d\u304c\u30c7\u30fc\u30bf\u306e\u529b\u3092\u6d3b\u7528\u3057\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li>\u610f\u601d\u6c7a\u5b9a\u3092\u6539\u5584\u3059\u308b\u3002<\/li>\n<li>\u5c06\u6765\u306e\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b\u3002<\/li>\n<li>\u9867\u5ba2\u4f53\u9a13\u3092\u5f37\u5316\u3059\u308b\u3002<\/li>\n<\/ul>\n<p><strong>3.\u502b\u7406\u7684AI\u306e\u91cd\u8996<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u304c\u767a\u5c55\u3059\u308b\u306b\u3064\u308c\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u502b\u7406\u7684\u306aAI\u306b\u5bfe\u3059\u308b\u61f8\u5ff5\u3082\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002\u5c02\u9580\u5bb6\u305f\u3061\u306f\u4eca\u3001\u6b21\u306e\u3053\u3068\u3092\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li>\u900f\u660e\u3067\u8aac\u660e\u3057\u3084\u3059\u3044AI\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/li>\n<li>GDPR\u3084CCPA\u306e\u3088\u3046\u306a\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u898f\u5236\u3092\u9075\u5b88\u3059\u308b\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u53ce\u96c6\u65b9\u6cd5\u304c\u502b\u7406\u7684\u3067\u5b89\u5168\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li>\n<\/ul>\n<p><strong>4.\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3078\u306e\u30b7\u30d5\u30c8<\/strong><\/p>\n<p>\u4f01\u696d\u306f\u307e\u3059\u307e\u3059\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306b\u983c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li>\u5e02\u5834\u306e\u5909\u5316\u306b\u8fc5\u901f\u306b\u5bfe\u5fdc\u3059\u308b\u3002<\/li>\n<li>\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u6700\u9069\u5316<\/li>\n<li>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u9867\u5ba2\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/li>\n<\/ul>\n<p>\u3053\u306e\u30b7\u30d5\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u30c4\u30fc\u30eb\u3092\u6271\u3046\u3053\u3068\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u308b\u3002<\/p>\n<p><strong>5.\u9ad8\u307e\u308b\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u306e\u5f79\u5272<\/strong><\/p>\n<p>2025\u5e74\u3001\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u306f\u3082\u306f\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u9650\u5b9a\u3055\u308c\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002\u4f01\u696d\u306f\u3042\u3089\u3086\u308b\u30ec\u30d9\u30eb\u306e\u5f93\u696d\u54e1\u306b\u6b21\u306e\u3053\u3068\u3092\u5968\u52b1\u3057\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3092\u89e3\u91c8\u3059\u308b\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u6d1e\u5bdf\u3092\u8077\u52d9\u306b\u6d3b\u7528\u3059\u308b\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30c1\u30fc\u30e0\u3068\u306e\u52b9\u679c\u7684\u306a\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n<p><strong>6.\u5b66\u969b\u7684\u30b9\u30ad\u30eb<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306f\u73fe\u5728\u3001\u6b21\u306e\u3088\u3046\u306a\u5206\u91ce\u3068\u4ea4\u932f\u3057\u3066\u3044\u308b\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%83%bb%e3%82%a4%e3%83%b3%e3%83%86%e3%83%aa%e3%82%b8%e3%82%a7%e3%83%b3%e3%82%b9%e3%83%bb%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9%e3%83%bb%e3%82%bd%e3%83%aa%e3%83%a5\/\">\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/a>:\u6280\u8853\u7684\u306a\u767a\u898b\u3092\u5b9f\u884c\u53ef\u80fd\u306a\u6226\u7565\u306b\u5909\u63db\u3059\u308b\u3002<\/li>\n<li>\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u77e5\u8b58\uff1a\u696d\u754c\u7279\u6709\u306e\u8ab2\u984c\u3092\u7406\u89e3\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u679c\u7684\u306b\u9069\u7528\u3059\u308b\u3002<\/li>\n<li>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3053\u3093\u306a\u30b9\u30ad\u30eb <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%82%bd%e3%83%95%e3%83%88%e3%82%a6%e3%82%a7%e3%82%a2%e9%96%8b%e7%99%ba%e4%bc%9a%e7%a4%be\/\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a<\/a> \u3068\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u4fa1\u5024\u306f\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n<h3><strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u3076\u7406\u7531<\/strong><\/h3>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u73fe\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3053\u3068\u306b\u8208\u5473\u304c\u3042\u308b\u4eba\u306b\u3068\u3063\u3066\u3001\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u3067\u3084\u308a\u304c\u3044\u306e\u3042\u308b\u6c7a\u65ad\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u3076\u7406\u7531\u3092\u3044\u304f\u3064\u304b\u6319\u3052\u3066\u307f\u3088\u3046\uff1a<\/p>\n<ul>\n<li><strong>\u5b9f\u793e\u4f1a\u3078\u306e\u5f71\u97ff\uff1a<\/strong> \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001\u533b\u7642\u304b\u3089\u91d1\u878d\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u6027\u3068\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30ad\u30eb\u958b\u767a\uff1a<\/strong> \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u643a\u308f\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u7d71\u8a08\u5206\u6790\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306a\u3069\u3001\u5e45\u5e83\u3044\u6280\u8853\u30b9\u30ad\u30eb\u3092\u78e8\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u3089\u306f\u5c31\u8077\u5e02\u5834\u306b\u304a\u3044\u3066\u9700\u8981\u304c\u9ad8\u304f\u3001\u4fa1\u5024\u304c\u3042\u308b\u3002<\/li>\n<li><strong>\u554f\u984c\u89e3\u6c7a\uff1a<\/strong> \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306f\u3001\u8907\u96d1\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u69cb\u9020\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u9867\u5ba2\u884c\u52d5\u306e\u5206\u6790\u3067\u3042\u308c\u3001\u30c8\u30ec\u30f3\u30c9\u306e\u4e88\u6e2c\u3067\u3042\u308c\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u9069\u5316\u3067\u3042\u308c\u3001\u9055\u3044\u3092\u751f\u307f\u51fa\u3059\u89e3\u6c7a\u7b56\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u5e38\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u591a\u69d8\u306a\u7528\u9014\uff1a<\/strong> 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Kaggle\u3001UCI Machine Learning Repository\u3001\u653f\u5e9c\u306e\u30dd\u30fc\u30bf\u30eb\u30b5\u30a4\u30c8\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63a2\u3059\u3002<\/li>\n<li><strong>\u5c0f\u3055\u304f\u59cb\u3081\u3088\u3046\uff1a<\/strong> \u7c21\u5358\u306a\u5206\u6790\u304b\u3089\u59cb\u3081\u3001\u5f90\u3005\u306b\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/li>\n<li><strong>\u4ed5\u4e8b\u3092\u6587\u66f8\u5316\u3059\u308b\uff1a<\/strong> \u81ea\u5206\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u305f\u3081\u306b\u3001\u304d\u3061\u3093\u3068\u6574\u7406\u3055\u308c\u305f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3084GitHub\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u7ba1\u7406\u3059\u308b\u3002<\/li>\n<li><strong>\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u6c42\u3081\u308b<\/strong> 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href=\"https:\/\/www.carmatec.com\/ja\/deeta-saiensu-azu-a-saabisu\/\">\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\uff08DSaaS\uff09<\/a>\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u529b\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u3001AI\u4e3b\u5c0e\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u30d3\u30b8\u30cd\u30b9\u306b\u529b\u3092\u4e0e\u3048\u307e\u3059\u3002<\/div>\n<h2><strong>\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n<p><strong>1.\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/strong><br>\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u306f\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3001\u3055\u307e\u3056\u307e\u306a\u30d6\u30e9\u30a6\u30b6\u3001\u30c7\u30d0\u30a4\u30b9\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3067\u9069\u5207\u306b\u6a5f\u80fd\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u4e00\u8cab\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u4e92\u63db\u6027\u306e\u554f\u984c\u3092\u7279\u5b9a\u3057\u3001\u591a\u69d8\u306a\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306e\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p><strong>2.\u81ea\u5206\u306e\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u9078\u3076\u306b\u306f\uff1f<\/strong><br>\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u3076\u306b\u306f\u3001\u4ee5\u4e0b\u3092\u8003\u616e\u3059\u308b\u3053\u3068\uff1a<\/p>\n<ul>\n<li>\u30d6\u30e9\u30a6\u30b6\u3068\u30c7\u30d0\u30a4\u30b9\u306e\u30ab\u30d0\u30fc\u7387<\/li>\n<li>\u81ea\u52d5\u30c6\u30b9\u30c8\u3068\u624b\u52d5\u30c6\u30b9\u30c8\u306e\u30b5\u30dd\u30fc\u30c8<\/li>\n<li>CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u306e\u7d71\u5408<\/li>\n<li>\u30ec\u30dd\u30fc\u30c8\u3068\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd<\/li>\n<li>\u4fa1\u683c\u3068\u62e1\u5f35\u6027<br>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8981\u4ef6\u3068\u4e88\u7b97\u306b\u57fa\u3065\u3044\u3066\u3001\u3053\u308c\u3089\u306e\u8981\u7d20\u3092\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n<p><strong>3.\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30fb\u30c6\u30b9\u30c8\u30fb\u30c4\u30fc\u30eb\u306f\u81ea\u52d5\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u7d71\u5408\u3067\u304d\u308b\u304b\uff1f<\/strong><br>\u6700\u65b0\u306e\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30fb\u30c6\u30b9\u30c8\u30fb\u30c4\u30fc\u30eb\u306e\u307b\u3068\u3093\u3069\u306f\u3001Selenium\u3001Cypress\u3001Appium\u3001Playwright\u306e\u3088\u3046\u306a\u4e00\u822c\u7684\u306a\u81ea\u52d5\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c6\u30b9\u30bf\u30fc\u306f\u81ea\u52d5\u30c6\u30b9\u30c8\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u52b9\u7387\u7684\u306b\u4f5c\u6210\u3001\u5b9f\u884c\u3001\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>4.\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30fb\u30c6\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u5b9f\u6a5f\u306f\u30a8\u30df\u30e5\u30ec\u30fc\u30bf\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u304b\uff1f<\/strong><br>\u5b9f\u6a5f\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u9650\u3084\u5b9f\u969b\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u52d5\u4f5c\u306a\u3069\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u72b6\u6cc1\u3092\u518d\u73fe\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u30a8\u30df\u30e5\u30ec\u30fc\u30bf\u306f\u3001\u8fc5\u901f\u306a\u30c6\u30b9\u30c8\u3068\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u5f79\u7acb\u3061\u307e\u3059\u304c\u3001\u5b9f\u6a5f\u3067\u898b\u3064\u304b\u3063\u305f\u3059\u3079\u3066\u306e\u554f\u984c\u3092\u691c\u51fa\u3067\u304d\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p><strong>5.\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u306f\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><br>\u306f\u3044\u3001\u591a\u304f\u306e\u30af\u30ed\u30b9\u30d6\u30e9\u30a6\u30b6\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u306f\u3001\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u307e\u305f\u306f\u30d5\u30ea\u30fc\u30df\u30a2\u30e0\u30d7\u30e9\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002BrowserSta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Labs\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306f\u3001\u901a\u5e38\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8cfc\u5165\u524d\u306b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u8a55\u4fa1\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u671f\u9593\u9650\u5b9a\u306e\u30a2\u30af\u30bb\u30b9\u3084\u5236\u9650\u3055\u308c\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>&nbsp;Data science is one of the most in-demand fields, offering numerous career opportunities across industries. For beginners, building hands-on projects is the best way to gain practical experience and strengthen their understanding of data science concepts. Here are ten exciting project ideas for 2025 to kickstart your data science journey: What is Data Science? 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