\nfrom sklearn.ensemble import AdaBoostClassifier\nfrom sklearn.tree import DecisionTreeClassifier\n\n# \uc57d\ud55c \ud559\uc2b5\uae30 \ubd88\ub7ec\uc624\uae30\nweak_classifier = DecisionTreeClassifier(max_depth=1)\n\n# AdaBoost \ubaa8\ub378 \ud6c8\ub828\nadaBoost_model = AdaBoostClassifier(base_estimator=weak_classifier, n_estimators=50)\nadaBoost_model.fit(X_train, y_train)\n <\/code><\/pre>\n4.5 \uc608\uce21 \ubc0f \uc131\ub2a5 \ud3c9\uac00<\/h3>\n
\ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14c\uc2a4\ud2b8 \uc138\ud2b8\uc758 \uc608\uce21\uc744 \uc218\ud589\ud55c \ud6c4, \uc815\ud655\ub3c4 \ubc0f \uae30\ud0c0 \uc131\ub2a5 \uc9c0\ud45c\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\nfrom sklearn.metrics import accuracy_score\n\n# \ud14c\uc2a4\ud2b8 \uc138\ud2b8\uc5d0 \ub300\ud55c \uc608\uce21\ny_pred = adaBoost_model.predict(X_test)\n\n# \uc815\ud655\ub3c4 \ud3c9\uac00\naccuracy = accuracy_score(y_test, y_pred)\nprint(f'\ubaa8\ub378 \uc815\ud655\ub3c4: {accuracy * 100:.2f}%')\n <\/code><\/pre>\n5. \uacb0\ub860<\/h2>\n
AdaBoost\ub294 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub354\uc6b1 \uc815\uad50\ud55c \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ub192\uc77c \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uacb0\uc815 \uacfc\uc815\uc744 \uc218\ubc18\ud558\ubbc0\ub85c, \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc5f0\uad6c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\uc9c0\uae08\uae4c\uc9c0 AdaBoost \uc54c\uace0\ub9ac\uc998\uc758 \uac1c\uc694\uc640 \uadf8\uac83\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uad6c\ucd95 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc774 \uc5ec\ub7ec\ubd84\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/div>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc138\uacc4\ub294 \ub0a0\ub85c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uc911 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ub354\uc6b1 \uc9c4\ubcf4\ub41c \uc804\ub7b5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc774 \uc5b4\ub5bb\uac8c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294\uc9c0, \ud2b9\ud788 AdaBoost \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc18c\uac1c\ud560 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780? \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc218\ud559\uc801 \ubaa8\ub378\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud2b8\ub808\uc774\ub354\ub294 \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0, \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud558\uac8c \uc2dc\uc7a5\uc5d0 \ubc18\uc751\ud560 \uc218 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5d0\uc774\ub2e4\ubd80\uc2a4\ud2b8 \uc54c\uace0\ub9ac\ub4ec”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29197","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5d0\uc774\ub2e4\ubd80\uc2a4\ud2b8 \uc54c\uace0\ub9ac\ub4ec - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29197\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5d0\uc774\ub2e4\ubd80\uc2a4\ud2b8 \uc54c\uace0\ub9ac\ub4ec - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc138\uacc4\ub294 \ub0a0\ub85c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uadf8 \uc911 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ub354\uc6b1 \uc9c4\ubcf4\ub41c \uc804\ub7b5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc774 \uc5b4\ub5bb\uac8c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294\uc9c0, \ud2b9\ud788 AdaBoost \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc18c\uac1c\ud560 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780? \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc218\ud559\uc801 \ubaa8\ub378\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud2b8\ub808\uc774\ub354\ub294 \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0, \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud558\uac8c \uc2dc\uc7a5\uc5d0 \ubc18\uc751\ud560 \uc218 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5d0\uc774\ub2e4\ubd80\uc2a4\ud2b8 \uc54c\uace0\ub9ac\ub4ec"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29197\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:17:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:53:40+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29197\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29197\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5d0\uc774\ub2e4\ubd80\uc2a4\ud2b8 \uc54c\uace0\ub9ac\ub4ec\",\"datePublished\":\"2024-10-27T16:17:14+00:00\",\"dateModified\":\"2024-11-26T06:53:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29197\/\"},\"wordCount\":27,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29197\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29197\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc5d0\uc774\ub2e4\ubd80\uc2a4\ud2b8 \uc54c\uace0\ub9ac\ub4ec - 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