{"id":1788,"date":"2025-01-29T06:10:13","date_gmt":"2025-01-29T06:10:13","guid":{"rendered":"http:\/\/www.statdc.com\/?p=1788"},"modified":"2025-06-11T01:23:00","modified_gmt":"2025-06-11T01:23:00","slug":"pycaret-%eb%9d%bc%ec%9d%b4%eb%b8%8c%eb%9f%ac%eb%a6%ac","status":"publish","type":"post","link":"http:\/\/www.inmining.co.kr\/?p=1788","title":{"rendered":"Pycaret \ub77c\uc774\ube0c\ub7ec\ub9ac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>PyCaret \ub77c\uc774\ube0c\ub7ec\ub9ac \uac1c\uc694<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PyCaret<\/strong>\uc740 Python \uae30\ubc18\uc758 \uc624\ud1a0 \uba38\uc2e0\ub7ec\ub2dd(AutoML) \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubaa8\ub378 \ud574\uc11d \ubc0f \ubc30\ud3ec\ub97c \uac04\ud3b8\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. Scikit-learn, XGBoost, LightGBM, CatBoost \ub4f1 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc640 \ud1b5\ud569\ub418\uc5b4 \uc788\uc5b4 <strong>\uc27d\uace0 \uc9c1\uad00\uc801\uc778 \ucf54\ub4dc<\/strong>\ub85c \uba38\uc2e0\ub7ec\ub2dd\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_PyCaret%EC%9D%98_%ED%8A%B9%EC%A7%95\"><\/span><strong>1. PyCaret\uc758 \ud2b9\uc9d5<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uc0ac\uc6a9\uc774 \uac04\ud3b8\ud568<\/strong>: \ud55c \uc904\uc758 \ucf54\ub4dc\ub85c \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ubd80\ud130 \ubaa8\ub378 \ud559\uc2b5, \ud3c9\uac00, \ubc30\ud3ec\uae4c\uc9c0 \uac00\ub2a5<\/li>\n\n\n\n<li><strong>\ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95 \uc9c0\uc6d0<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\ubd84\ub958(Classification)<\/li>\n\n\n\n<li>\ud68c\uadc0(Regression)<\/li>\n\n\n\n<li>\uad70\uc9d1\ud654(Clustering)<\/li>\n\n\n\n<li>\uc774\uc0c1 \ud0d0\uc9c0(Anomaly Detection)<\/li>\n\n\n\n<li>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)<\/li>\n\n\n\n<li>\ud611\uc5c5 \ud544\ud130\ub9c1(Recommendation)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc790\ub3d9 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \ud0d0\uc9c0, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \ud53c\ucc98 \uc2a4\ucf00\uc77c\ub9c1, \ubc94\uc8fc\ud615 \ub370\uc774\ud130 \uc778\ucf54\ub529<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ubaa8\ub378 \ube44\uad50 \ubc0f \ucd5c\uc801\ud654<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\uc5ec\ub7ec \ubaa8\ub378\uc744 \ud55c \ubc88\uc5d0 \ube44\uad50\ud558\uc5ec \ucd5c\uc801\uc758 \ubaa8\ub378 \uc120\ud0dd \uac00\ub2a5<\/li>\n\n\n\n<li>Grid Search, Bayesian Optimization\uc744 \ud65c\uc6a9\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ubaa8\ub378 \ud574\uc11d \ubc0f \uc2dc\uac01\ud654<\/strong>:\n<ul class=\"wp-block-list\">\n<li>SHAP, LIME \ub4f1\uc744 \uc774\uc6a9\ud55c \ubaa8\ub378 \uc124\uba85 \uac00\ub2a5<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ubaa8\ub378 \ubc30\ud3ec<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Flask, FastAPI \ub4f1\uc744 \uc774\uc6a9\ud55c API \ud615\ud0dc\ub85c \ubaa8\ub378 \ubc30\ud3ec \uac00\ub2a5<\/li>\n\n\n\n<li>Docker \ubc0f \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc640 \uc5f0\ub3d9 \uac00\ub2a5<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_PyCaret_%EC%84%A4%EC%B9%98\"><\/span><strong>2. PyCaret \uc124\uce58<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install pycaret\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610\ub294 Jupyter Notebook \ud658\uacbd\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc124\uce58:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!pip install pycaret\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_PyCaret_%EA%B8%B0%EB%B3%B8_%EC%82%AC%EC%9A%A9%EB%B2%95\"><\/span><strong>3. PyCaret \uae30\ubcf8 \uc0ac\uc6a9\ubc95<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EB%A1%9C%EB%93%9C\"><\/span><strong>1) \ub370\uc774\ud130 \ub85c\ub4dc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uc0d8\ud50c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud560 \uc218\ub3c4 \uc788\uace0, \uc0ac\uc6a9\uc790\uc758 \ub370\uc774\ud130\uc14b\uc744 \ubd88\ub7ec\uc62c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pycaret.datasets import get_data\n\n# \uc0d8\ud50c \ub370\uc774\ud130\uc14b \ub85c\ub4dc (\uc774\uc9c4 \ubd84\ub958 \uc608\uc81c)\ndf = get_data('juice')\n\n# \ub370\uc774\ud130 \ud655\uc778\nprint(df.head())\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%ED%99%98%EA%B2%BD_%EC%84%A4%EC%A0%95_setup\"><\/span><strong>2) \ud658\uacbd \uc124\uc815 (setup)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc744 \uc0ac\uc6a9\ud558\ub824\uba74 \uba3c\uc800 <code>setup()<\/code>\uc744 \uc2e4\ud589\ud558\uc5ec \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pycaret.classification import *\n\n# PyCaret \uc124\uc815\nclf = setup(data=df, target='Purchase', session_id=123)\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>data<\/code>: \uc0ac\uc6a9\ud560 \ub370\uc774\ud130\uc14b<\/li>\n\n\n\n<li><code>target<\/code>: \uc608\uce21\ud560 \ubaa9\ud45c \ubcc0\uc218 (\uc885\uc18d \ubcc0\uc218)<\/li>\n\n\n\n<li><code>session_id<\/code>: \uc2e4\ud5d8 \uc7ac\ud604\uc131\uc744 \uc704\ud55c \ub79c\ub364 \uc2dc\ub4dc \uac12<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>setup() \uc2e4\ud589 \ud6c4 PyCaret\uc774 \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \uc791\uc5c5<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130 \uc720\ud615 \ubd84\uc11d (\uc22b\uc790\ud615, \ubc94\uc8fc\ud615 \uc790\ub3d9 \uad6c\ubd84)<\/li>\n\n\n\n<li>\uacb0\uce21\uac12 \ubc0f \uc774\uc0c1\uce58 \ud0d0\uc9c0<\/li>\n\n\n\n<li>\ub370\uc774\ud130 \uc2a4\ucf00\uc77c\ub9c1 \ubc0f \uc778\ucf54\ub529<\/li>\n\n\n\n<li>\ud53c\ucc98 \uc120\ud0dd \ubc0f \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%EB%AA%A8%EB%8D%B8_%EB%B9%84%EA%B5%90_%EB%B0%8F_%EC%84%A0%ED%83%9D\"><\/span><strong>3) \ubaa8\ub378 \ube44\uad50 \ubc0f \uc120\ud0dd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc5d0\uc11c\ub294 \ud55c \uc904\uc758 \ucf54\ub4dc\ub85c \uc5ec\ub7ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a8 \ud6c4 \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\nbest_model = compare_models()\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5ec\ub7ec \uac00\uc9c0 \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uc744 \ube44\uad50\ud558\uc5ec \uac00\uc7a5 \uc131\ub2a5\uc774 \uc88b\uc740 \ubaa8\ub378\uc744 \uc790\ub3d9\uc73c\ub85c \uc120\ud0dd\ud574 \uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud3c9\uac00 \uc9c0\ud45c\ub294 \uae30\ubcf8\uc801\uc73c\ub85c <strong>Accuracy, AUC, F1-Score, Recall, Precision<\/strong> \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%ED%8A%B9%EC%A0%95_%EB%AA%A8%EB%8D%B8_%ED%95%99%EC%8A%B5\"><\/span><strong>4) \ud2b9\uc815 \ubaa8\ub378 \ud559\uc2b5<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub9cc\uc57d \ud2b9\uc815 \ubaa8\ub378(\uc608: \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8)\uc744 \ud559\uc2b5\ud558\uace0 \uc2f6\ub2e4\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>rf_model = create_model('rf')  # 'rf'\ub294 Random Forest \ubaa8\ub378\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\ub978 \ubaa8\ub378\ub3c4 \ub3d9\uc77c\ud55c \ubc29\uc2dd\uc73c\ub85c \uc0dd\uc131 \uac00\ub2a5\ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>lr<\/code>: Logistic Regression<\/li>\n\n\n\n<li><code>dt<\/code>: Decision Tree<\/li>\n\n\n\n<li><code>xgboost<\/code>: XGBoost<\/li>\n\n\n\n<li><code>lightgbm<\/code>: LightGBM<\/li>\n\n\n\n<li><code>catboost<\/code>: CatBoost<\/li>\n\n\n\n<li><code>knn<\/code>: K-Nearest Neighbors<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%EB%AA%A8%EB%8D%B8_%ED%8A%9C%EB%8B%9D\"><\/span><strong>5) \ubaa8\ub378 \ud29c\ub2dd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc740 \uc790\ub3d9\uc73c\ub85c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\uc5ec \ubaa8\ub378 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>tuned_rf = tune_model(rf_model)\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Grid Search, Bayesian Optimization\uc744 \ud65c\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ud0d0\uc0c9<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%EB%AA%A8%EB%8D%B8_%ED%8F%89%EA%B0%80_%EB%B0%8F_%EC%8B%9C%EA%B0%81%ED%99%94\"><\/span><strong>6) \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uc2dc\uac01\ud654<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>evaluate_model(tuned_rf)\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Confusion Matrix<\/li>\n\n\n\n<li>ROC Curve<\/li>\n\n\n\n<li>Precision-Recall Curve<\/li>\n\n\n\n<li>Feature Importance \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uac01\ud654 \uc81c\uacf5<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_%EB%AA%A8%EB%8D%B8_%EC%A0%80%EC%9E%A5_%EB%B0%8F_%EB%B0%B0%ED%8F%AC\"><\/span><strong>7) \ubaa8\ub378 \uc800\uc7a5 \ubc0f \ubc30\ud3ec<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378\uc744 \uc800\uc7a5\ud558\uace0 \ubd88\ub7ec\uc62c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \ubaa8\ub378 \uc800\uc7a5\nsave_model(tuned_rf, 'best_rf_model')\n\n# \uc800\uc7a5\ub41c \ubaa8\ub378 \ub85c\ub4dc\nloaded_model = load_model('best_rf_model')\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\ub610\ud55c, API \uc11c\ubc84\ub85c \ubc30\ud3ec\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>deploy_model(tuned_rf, model_name='rf_api', platform='aws')\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Flask, FastAPI, AWS, Google Cloud \ub4f1\uacfc \uc5f0\ub3d9 \uac00\ub2a5<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_PyCaret%EC%9D%98_%EB%8B%A4%EC%96%91%ED%95%9C_%ED%99%9C%EC%9A%A9_%EB%B6%84%EC%95%BC\"><\/span><strong>4. PyCaret\uc758 \ub2e4\uc591\ud55c \ud65c\uc6a9 \ubd84\uc57c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\uae08\uc735 (Finance)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc2e0\uc6a9\uce74\ub4dc \uc0ac\uae30 \ud0d0\uc9c0<\/li>\n\n\n\n<li>\uace0\uac1d \uc2e0\uc6a9 \uc810\uc218 \uc608\uce21<\/li>\n\n\n\n<li>\uc8fc\uc2dd \uac00\uaca9 \uc608\uce21<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ud5ec\uc2a4\ucf00\uc5b4 (Healthcare)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc9c8\ubcd1 \uc608\uce21 (\ub2f9\ub1e8\ubcd1, \uc554 \ub4f1)<\/li>\n\n\n\n<li>\ud658\uc790 \uc7ac\uc785\uc6d0 \uac00\ub2a5\uc131 \uc608\uce21<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc804\uc790\uc0c1\uac70\ub798 (E-commerce)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uace0\uac1d \uc774\ud0c8 \uc608\uce21<\/li>\n\n\n\n<li>\uc81c\ud488 \ucd94\ucc9c \uc2dc\uc2a4\ud15c<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc81c\uc870\uc5c5 (Manufacturing)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc7a5\ube44 \uace0\uc7a5 \uc608\uce21<\/li>\n\n\n\n<li>\ud488\uc9c8 \uac80\uc0ac \uc790\ub3d9\ud654<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\ub9c8\ucf00\ud305 (Marketing)<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uace0\uac1d \uc138\ubd84\ud654 (Clustering)<\/li>\n\n\n\n<li>\uad11\uace0 \ud074\ub9ad\ub960 \uc608\uce21<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_PyCaret_vs_%EB%8B%A4%EB%A5%B8_AutoML_%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC\"><\/span><strong>5. PyCaret vs. \ub2e4\ub978 AutoML \ub77c\uc774\ube0c\ub7ec\ub9ac<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\uae30\ub2a5<\/strong><\/th><th><strong>PyCaret<\/strong><\/th><th><strong>H2O.ai<\/strong><\/th><th><strong>Auto-sklearn<\/strong><\/th><th><strong>TPOT<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\uc0ac\uc6a9 \ud3b8\uc758\uc131<\/td><td>\ub9e4\uc6b0 \uc26c\uc6c0<\/td><td>\ubcf4\ud1b5<\/td><td>\ubcf4\ud1b5<\/td><td>\uc5b4\ub835\uc74c<\/td><\/tr><tr><td>\ubaa8\ub378 \ube44\uad50 \uae30\ub2a5<\/td><td>\uc9c0\uc6d0<\/td><td>\uc9c0\uc6d0<\/td><td>\uc81c\ud55c\uc801<\/td><td>\uc81c\ud55c\uc801<\/td><\/tr><tr><td>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/td><td>\uc9c0\uc6d0<\/td><td>\uc9c0\uc6d0<\/td><td>\uc9c0\uc6d0<\/td><td>\uc9c0\uc6d0<\/td><\/tr><tr><td>\ubaa8\ub378 \ud574\uc11d \uae30\ub2a5<\/td><td>\uc9c0\uc6d0<\/td><td>\uc77c\ubd80 \uc9c0\uc6d0<\/td><td>\uc9c0\uc6d0<\/td><td>\ubbf8\uc9c0\uc6d0<\/td><\/tr><tr><td>\ubc30\ud3ec \uae30\ub2a5<\/td><td>\uc9c0\uc6d0<\/td><td>\ubbf8\uc9c0\uc6d0<\/td><td>\ubbf8\uc9c0\uc6d0<\/td><td>\ubbf8\uc9c0\uc6d0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%EA%B2%B0%EB%A1%A0\"><\/span><strong>6. \uacb0\ub860<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc740 <strong>\uc27d\uace0 \uac15\ub825\ud55c AutoML \ub77c\uc774\ube0c\ub7ec\ub9ac<\/strong>\ub85c, \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ubd80\ud130 \ubaa8\ub378 \ud559\uc2b5, \ucd5c\uc801\ud654, \ud3c9\uac00, \ubc30\ud3ec\uae4c\uc9c0 \ub2e8 \uba87 \uc904\uc758 \ucf54\ub4dc\ub9cc\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ucc98\uc74c \uc811\ud558\ub294 \ucd08\ubcf4\uc790\ubd80\ud130, \ube60\ub974\uac8c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0 \uc2f6\uc740 \uc804\ubb38\uac00\uae4c\uc9c0 <strong>\uc0dd\uc0b0\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1<\/strong>\uc2dc\ud0ac \uc218 \uc788\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%F0%9F%94%A5_PyCaret%EC%9D%84_%EC%82%AC%EC%9A%A9%ED%95%98%EB%A9%B4%E2%80%A6\"><\/span><strong>\ud83d\udd25 PyCaret\uc744 \uc0ac\uc6a9\ud558\uba74\u2026<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u2705 \ucf54\ub4dc \uba87 \uc904\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub2e4!<br>\u2705 \uc790\ub3d9\ud654\ub41c \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \ube44\uad50, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uae4c\uc9c0 \uac00\ub2a5\ud558\ub2e4!<br>\u2705 SHAP, LIME\uc744 \uc774\uc6a9\ud55c \ubaa8\ub378 \ud574\uc11d\uc774 \uac00\ub2a5\ud558\ub2e4!<br>\u2705 API \ubc30\ud3ec\uae4c\uc9c0 \uc9c0\uc6d0\ud558\uc5ec \uc2e4\ubb34\uc5d0\uc11c\ub3c4 \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc744 \ud65c\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd\uc744 \ubcf4\ub2e4 \uc27d\uac8c \uc801\uc6a9\ud574 \ubcf4\uc138\uc694! \ud83d\ude80<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"PyCaret%EC%97%90%EC%84%9C_%EC%A7%80%EC%9B%90%ED%95%98%EB%8A%94_25%EA%B0%80%EC%A7%80_%ED%9A%8C%EA%B7%80Regression_%EB%AA%A8%EB%8D%B8\"><\/span><strong>PyCaret\uc5d0\uc11c \uc9c0\uc6d0\ud558\ub294 25\uac00\uc9c0 \ud68c\uadc0(Regression) \ubaa8\ub378<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc758 <strong>\ud68c\uadc0 \ubaa8\ub4c8<\/strong> (<code>pycaret.regression<\/code>)\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc5f0\uc18d\ud615 \ubcc0\uc218\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. PyCaret\uc740 <code>compare_models()<\/code> \ud568\uc218\ub97c \ud1b5\ud574 \uc5ec\ub7ec \ubaa8\ub378\uc744 \uc790\ub3d9\uc73c\ub85c \ube44\uad50\ud558\uace0, <code>create_model()<\/code>\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc740 PyCaret\uc5d0\uc11c \uc9c0\uc6d0\ud558\ub294 <strong>25\uac00\uc9c0 \ud68c\uadc0 \ubaa8\ub378<\/strong>\uc5d0 \ub300\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%EC%84%A0%ED%98%95_%ED%9A%8C%EA%B7%80_Linear_Regression_lr\"><\/span><strong>1. \uc120\ud615 \ud68c\uadc0 (Linear Regression) [<code>lr<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ud68c\uadc0 \ubaa8\ub378\ub85c, \ub3c5\ub9bd \ubcc0\uc218\uc640 \uc885\uc18d \ubcc0\uc218 \uac04\uc758 \uc120\ud615 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\ub294 \ubaa8\ub378<\/li>\n\n\n\n<li>\uc608: y=\u03b20+\u03b21x+\u03f5y = \\beta_0 + \\beta_1 x + \\epsilon<\/li>\n\n\n\n<li>\uc7a5\uc810: \ud574\uc11d\uc774 \uc6a9\uc774\ud558\uace0 \uacc4\uc0b0 \uc18d\ub3c4\uac00 \ube60\ub984<\/li>\n\n\n\n<li>\ub2e8\uc810: \ube44\uc120\ud615 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\uc9c0 \ubabb\ud568<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>lr = create_model('lr')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%EB%8A%A5%ED%98%95_%ED%9A%8C%EA%B7%80_Ridge_Regression_ridge\"><\/span><strong>2. \ub2a5\ud615 \ud68c\uadc0 (Ridge Regression) [<code>ridge<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L2 \uc815\uaddc\ud654\ub97c \uc801\uc6a9\ud55c \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378<\/li>\n\n\n\n<li>\ud68c\uadc0 \uacc4\uc218\uc758 \ud06c\uae30\ub97c \uc81c\ud55c\ud558\uc5ec \uacfc\uc801\ud569 \ubc29\uc9c0<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>ridge = create_model('ridge')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%EB%9D%BC%EC%8F%98_%ED%9A%8C%EA%B7%80_Lasso_Regression_lasso\"><\/span><strong>3. \ub77c\uc3d8 \ud68c\uadc0 (Lasso Regression) [<code>lasso<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L1 \uc815\uaddc\ud654\ub97c \uc801\uc6a9\ud55c \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378<\/li>\n\n\n\n<li>\ubd88\ud544\uc694\ud55c \ud53c\ucc98\uc758 \uacc4\uc218\ub97c 0\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \ubcc0\uc218 \uc120\ud0dd \uae30\ub2a5\uc774 \uc788\uc74c<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>lasso = create_model('lasso')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%EC%97%98%EB%9D%BC%EC%8A%A4%ED%8B%B1%EB%84%B7_%ED%9A%8C%EA%B7%80_Elastic_Net_Regression_en\"><\/span><strong>4. \uc5d8\ub77c\uc2a4\ud2f1\ub137 \ud68c\uadc0 (Elastic Net Regression) [<code>en<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>L1 (Lasso) \ubc0f L2 (Ridge) \uc815\uaddc\ud654\ub97c \ud568\uaed8 \uc801\uc6a9\ud55c \ubaa8\ub378<\/li>\n\n\n\n<li>\ubcc0\uc218 \uc120\ud0dd \uae30\ub2a5\uacfc \uaddc\uc81c \ud6a8\uacfc\ub97c \ub3d9\uc2dc\uc5d0 \uc81c\uacf5<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>en = create_model('en')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%EC%B5%9C%EC%86%8C%EA%B0%81_%ED%9A%8C%EA%B7%80_Least_Angle_Regression_LARS_lar\"><\/span><strong>5. \ucd5c\uc18c\uac01 \ud68c\uadc0 (Least Angle Regression, LARS) [<code>lar<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub2e4\uc911 \uacf5\uc120\uc131\uc774 \uc788\ub294 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ubcc0\uc218\ub97c \uc120\ud0dd\ud558\uba74\uc11c \ucd5c\uc801\uc758 \uacc4\uc218\ub97c \ucc3e\ub294 \ud68c\uadc0 \uae30\ubc95<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>lar = create_model('lar')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%EC%A7%81%EA%B5%90_%EC%A0%81%EB%B6%84_%EC%B5%9C%EC%86%8C%EA%B0%81_%ED%9A%8C%EA%B7%80_Orthogonal_Matching_Pursuit_OMP_omp\"><\/span><strong>6. \uc9c1\uad50 \uc801\ubd84 \ucd5c\uc18c\uac01 \ud68c\uadc0 (Orthogonal Matching Pursuit, OMP) [<code>omp<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LARS\uc640 \uc720\uc0ac\ud558\uc9c0\ub9cc, \ud55c \ubc88\uc5d0 \ud558\ub098\uc758 \ubcc0\uc218\ub97c \uc120\ud0dd\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ucd5c\uc801\ud654 \uc218\ud589<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>omp = create_model('omp')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_%ED%97%88%EB%B2%84_%ED%9A%8C%EA%B7%80_Huber_Regressor_huber\"><\/span><strong>7. \ud5c8\ubc84 \ud68c\uadc0 (Huber Regressor) [<code>huber<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc774\uc0c1\uce58(outlier)\uc5d0 \uac15\ud55c \ud68c\uadc0 \ubaa8\ub378\ub85c, \ud3c9\uade0 \ub300\uc2e0 \ud5c8\ubc84 \uc190\uc2e4(Huber Loss)\uc744 \uc0ac\uc6a9<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>huber = create_model('huber')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_%ED%8A%9C%ED%82%A4_%EA%B0%95%EA%B1%B4_%ED%9A%8C%EA%B7%80_Theil-Sen_Regressor_theil\"><\/span><strong>8. \ud29c\ud0a4 \uac15\uac74 \ud68c\uadc0 (Theil-Sen Regressor) [<code>theil<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc774\uc0c1\uce58\uc758 \uc601\ud5a5\uc744 \uc904\uc774\uae30 \uc704\ud574 \uc5ec\ub7ec \ud68c\uadc0 \ubaa8\ub378\uc744 \uc870\ud569\ud558\uc5ec \uc911\uc559\uac12\uc744 \uad6c\ud558\ub294 \uae30\ubc95<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>theil = create_model('theil')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_%EB%B2%A0%EC%9D%B4%EC%A7%80%EC%95%88_%EB%A6%AC%EC%A7%80_%ED%9A%8C%EA%B7%80_Bayesian_Ridge_Regression_br\"><\/span><strong>9. \ubca0\uc774\uc9c0\uc548 \ub9ac\uc9c0 \ud68c\uadc0 (Bayesian Ridge Regression) [<code>br<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubca0\uc774\uc9c0\uc548 \ubc29\uc2dd\uc744 \uc801\uc6a9\ud558\uc5ec \ud68c\uadc0 \uacc4\uc218\uc758 \ubd84\ud3ec\ub97c \ucd94\uc815<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>br = create_model('br')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_%EC%9E%90%EB%8F%99_%ED%9A%8C%EA%B7%80_%EC%9D%B4%EB%8F%99_%ED%8F%89%EA%B7%A0_Auto_Regressive_Integrated_Moving_Average_ARIMA_arima\"><\/span><strong>10. \uc790\ub3d9 \ud68c\uadc0 \uc774\ub3d9 \ud3c9\uade0 (Auto Regressive Integrated Moving Average, ARIMA) [<code>arima<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, \uc790\uae30\ud68c\uadc0(AR) + \uc774\ub3d9 \ud3c9\uade0(MA) \ubaa8\ub378\uc744 \uacb0\ud569<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>arima = create_model('arima')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_Fast_AI_%ED%9A%8C%EA%B7%80_Fast_AI_Regressor_mlp\"><\/span><strong>11. Fast AI \ud68c\uadc0 (Fast AI Regressor) [<code>mlp<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc790\ub3d9\uc73c\ub85c \uad6c\uc131<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>mlp = create_model('mlp')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"12_%EC%84%9C%ED%8F%AC%ED%8A%B8_%EB%B2%A1%ED%84%B0_%ED%9A%8C%EA%B7%80_Support_Vector_Regression_SVR_svm\"><\/span><strong>12. \uc11c\ud3ec\ud2b8 \ubca1\ud130 \ud68c\uadc0 (Support Vector Regression, SVR) [<code>svm<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub9c8\uc9c4 \ub0b4\uc5d0\uc11c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ud5c8\uc6a9\ud558\ub294 \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM)\uc758 \ud68c\uadc0 \ubc84\uc804<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>svr = create_model('svm')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"13_%EC%B9%B4-%EC%B5%9C%EA%B7%BC%EC%A0%91_%EC%9D%B4%EC%9B%83_%ED%9A%8C%EA%B7%80_K-Nearest_Neighbors_Regressor_knn\"><\/span><strong>13. \uce74-\ucd5c\uadfc\uc811 \uc774\uc6c3 \ud68c\uadc0 (K-Nearest Neighbors Regressor) [<code>knn<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac00\uc7a5 \uac00\uae4c\uc6b4 K\uac1c\uc758 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud3c9\uade0 \uac12\uc744 \uc608\uce21<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>knn = create_model('knn')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"14_%EA%B2%B0%EC%A0%95_%ED%8A%B8%EB%A6%AC_%ED%9A%8C%EA%B7%80_Decision_Tree_Regressor_dt\"><\/span><strong>14. \uacb0\uc815 \ud2b8\ub9ac \ud68c\uadc0 (Decision Tree Regressor) [<code>dt<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub370\uc774\ud130\ub97c \uc5ec\ub7ec \uac1c\uc758 \ubd84\uae30\ub85c \ub098\ub204\uc5b4 \uc608\uce21\ud558\ub294 \ud2b8\ub9ac \uae30\ubc18 \ud68c\uadc0 \ubaa8\ub378<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>dt = create_model('dt')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"15_%EB%9E%9C%EB%8D%A4_%ED%8F%AC%EB%A0%88%EC%8A%A4%ED%8A%B8_%ED%9A%8C%EA%B7%80_Random_Forest_Regressor_rf\"><\/span><strong>15. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ud68c\uadc0 (Random Forest Regressor) [<code>rf<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5ec\ub7ec \uac1c\uc758 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc559\uc0c1\ube14\ud558\uc5ec \uc131\ub2a5\uc744 \ud5a5\uc0c1<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>rf = create_model('rf')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"16_%EC%9D%B5%EC%8A%A4%ED%8A%B8%EB%A6%BC_%EB%9E%9C%EB%8D%A4_%ED%8A%B8%EB%A6%AC_%ED%9A%8C%EA%B7%80_Extra_Trees_Regressor_et\"><\/span><strong>16. \uc775\uc2a4\ud2b8\ub9bc \ub79c\ub364 \ud2b8\ub9ac \ud68c\uadc0 (Extra Trees Regressor) [<code>et<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\uc640 \uc720\uc0ac\ud558\uc9c0\ub9cc \ub354\uc6b1 \ubb34\uc791\uc704\uc131\uc744 \ubd80\uc5ec\ud558\uc5ec \ub2e4\uc911 \ubaa8\ub378\uc744 \ud559\uc2b5<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>et = create_model('et')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"17_%EC%95%84%EB%8B%A4%EB%B6%80%EC%8A%A4%ED%8A%B8_%ED%9A%8C%EA%B7%80_AdaBoost_Regressor_ada\"><\/span><strong>17. \uc544\ub2e4\ubd80\uc2a4\ud2b8 \ud68c\uadc0 (AdaBoost Regressor) [<code>ada<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc57d\ud55c \ud68c\uadc0 \ubaa8\ub378\uc744 \uc5ec\ub7ec \uac1c \uacb0\ud569\ud558\uc5ec \uc131\ub2a5\uc744 \ud5a5\uc0c1<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>ada = create_model('ada')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"18_%EA%B7%B8%EB%9E%98%EB%94%94%EC%96%B8%ED%8A%B8_%EB%B6%80%EC%8A%A4%ED%8C%85_%ED%9A%8C%EA%B7%80_Gradient_Boosting_Regressor_gbr\"><\/span><strong>18. \uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \ud68c\uadc0 (Gradient Boosting Regressor) [<code>gbr<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc774\uc804 \ubaa8\ub378\uc758 \uc624\ub958\ub97c \ubcf4\uc644\ud558\uba74\uc11c \uc810\uc9c4\uc801\uc73c\ub85c \uc131\ub2a5\uc744 \ud5a5\uc0c1<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>gbr = create_model('gbr')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"19_XGBoost_%ED%9A%8C%EA%B7%80_Extreme_Gradient_Boosting_Regressor_xgboost\"><\/span><strong>19. XGBoost \ud68c\uadc0 (Extreme Gradient Boosting Regressor) [<code>xgboost<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uace0\uc131\ub2a5 \ubd80\uc2a4\ud305 \uae30\ubc18\uc758 \ud68c\uadc0 \ubaa8\ub378, Kaggle \ub300\ud68c\uc5d0\uc11c \uc790\uc8fc \uc0ac\uc6a9\ub428<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>xgboost = create_model('xgboost')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"20_LightGBM_%ED%9A%8C%EA%B7%80_Light_Gradient_Boosting_Machine_LGBM_lightgbm\"><\/span><strong>20. LightGBM \ud68c\uadc0 (Light Gradient Boosting Machine, LGBM) [<code>lightgbm<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>XGBoost\ubcf4\ub2e4 \uc18d\ub3c4\uac00 \ube60\ub974\uace0 \uc131\ub2a5\uc774 \uc88b\uc740 \ubd80\uc2a4\ud305 \ud68c\uadc0 \ubaa8\ub378<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>lightgbm = create_model('lightgbm')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_CatBoost_%ED%9A%8C%EA%B7%80_Categorical_Boosting_Regressor_catboost\"><\/span><strong>21. CatBoost \ud68c\uadc0 (Categorical Boosting Regressor) [<code>catboost<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uac15\ub825\ud55c \ubd80\uc2a4\ud305 \ubaa8\ub378<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>catboost = create_model('catboost')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_Voting_Regressor_%EC%95%99%EC%83%81%EB%B8%94_%ED%9A%8C%EA%B7%80_voting\"><\/span><strong>22. Voting Regressor (\uc559\uc0c1\ube14 \ud68c\uadc0) [<code>voting<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5ec\ub7ec \uac1c\uc758 \ud68c\uadc0 \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \ucd5c\uc801\uc758 \uc608\uce21\uac12\uc744 \uc0dd\uc131<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>voting = create_model('voting')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_Stacking_Regressor_%EC%8A%A4%ED%83%9C%ED%82%B9_%ED%9A%8C%EA%B7%80_stacking\"><\/span><strong>23. Stacking Regressor (\uc2a4\ud0dc\ud0b9 \ud68c\uadc0) [<code>stacking<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5ec\ub7ec \uac1c\uc758 \ubaa8\ub378\uc744 \uc870\ud569\ud558\uc5ec \ucd5c\uc885 \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uba54\ud0c0 \ubaa8\ub378<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>stacking = create_model('stacking')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_Bagging_Regressor_%EB%B0%B0%EA%B9%85_%ED%9A%8C%EA%B7%80_bagging\"><\/span><strong>24. Bagging Regressor (\ubc30\uae45 \ud68c\uadc0) [<code>bagging<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5ec\ub7ec \uac1c\uc758 \uae30\ubcf8 \ud68c\uadc0 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uc5ec \ud3c9\uade0\uc744 \ub0b4\ub294 \ubc29\uc2dd<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>bagging = create_model('bagging')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_Passive_Aggressive_Regressor_par\"><\/span><strong>25. Passive Aggressive Regressor [<code>par<\/code>]<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc628\ub77c\uc778 \ud559\uc2b5\uc744 \uc9c0\uc6d0\ud558\ub294 \ud68c\uadc0 \ubaa8\ub378\ub85c, \ube60\ub974\uac8c \ud559\uc2b5 \uac00\ub2a5<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>par = create_model('par')\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B2%B0%EB%A1%A0\"><\/span><strong>\uacb0\ub860<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc740 \ub2e4\uc591\ud55c <strong>\uc120\ud615 \ud68c\uadc0, \ud2b8\ub9ac \uae30\ubc18 \ubaa8\ub378, \uc559\uc0c1\ube14 \ubaa8\ub378, \ubd80\uc2a4\ud305 \ubaa8\ub378, \ub525\ub7ec\ub2dd \ubaa8\ub378<\/strong> \ub4f1\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \uc801\uc808\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0 <code>compare_models()<\/code>\uc744 \ud65c\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%B5%9C%EC%A0%81%EC%9D%98_%EB%AA%A8%EB%8D%B8_%EC%9E%90%EB%8F%99_%EC%84%A0%ED%83%9D\"><\/span><strong>\ucd5c\uc801\uc758 \ubaa8\ub378 \uc790\ub3d9 \uc120\ud0dd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>best = compare_models()\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">PyCaret\uc744 \ud65c\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \ud68c\uadc0 \ubb38\uc81c\ub97c \ub354\uc6b1 \uc27d\uace0 \ube60\ub974\uac8c \ud574\uacb0\ud574 \ubcf4\uc138\uc694! \ud83d\ude80<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>PyCaret \ub77c\uc774\ube0c\ub7ec\ub9ac \uac1c\uc694 PyCaret\uc740 Python \uae30\ubc18\uc758 \uc624\ud1a0 \uba38\uc2e0\ub7ec\ub2dd(AutoML) \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubaa8\ub378 \ud574\uc11d \ubc0f&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1790,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36,6,37,1],"tags":[],"class_list":["post-1788","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-stat","category-tool","category-1","wpcat-36-id","wpcat-6-id","wpcat-37-id","wpcat-1-id"],"_links":{"self":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/1788","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1788"}],"version-history":[{"count":1,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/1788\/revisions"}],"predecessor-version":[{"id":1789,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/1788\/revisions\/1789"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=\/wp\/v2\/media\/1790"}],"wp:attachment":[{"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1788"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.inmining.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}