\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780 - \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\/30124\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc758 \ud558\ub098\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc11c\ub85c \uc720\uc0ac\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uc9d1\ub2e8\uc73c\ub85c \ub098\ub204\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \uc774\ubbf8\uc9c0 \ubd84\uc11d, \ud328\ud134 \uc778\uc2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08 \uac1c\ub150\uacfc \ud568\uaed8, \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \ubaa9\ud45c\ub294 \ub370\uc774\ud130\ub97c \ube44\uc2b7\ud55c \uc131\uaca9\uc744 \uac00\uc9c4 \uadf8\ub8f9\uc73c\ub85c \ubd84\ud560\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub54c, \uac19\uc740 \uadf8\ub8f9\uc5d0 \uc18d\ud55c \ub370\uc774\ud130\ub294 \uc11c\ub85c … \ub354 \ubcf4\uae30 "\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/30124\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:19:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:49:49+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\/30124\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30124\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780\",\"datePublished\":\"2024-10-28T03:19:42+00:00\",\"dateModified\":\"2024-11-26T06:49:49+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/30124\/\"},\"wordCount\":5,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/30124\/\",\"url\":\"https:\/\/atmokpo.com\/w\/30124\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780 - 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<\/p>\n

\ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc758 \ud558\ub098\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc11c\ub85c \uc720\uc0ac\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uc9d1\ub2e8\uc73c\ub85c \ub098\ub204\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \uc774\ubbf8\uc9c0 \ubd84\uc11d, \ud328\ud134 \uc778\uc2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08 \uac1c\ub150\uacfc \ud568\uaed8, \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08<\/h2>\n
\ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \ubaa9\ud45c\ub294 \ub370\uc774\ud130\ub97c \ube44\uc2b7\ud55c \uc131\uaca9\uc744 \uac00\uc9c4 \uadf8\ub8f9\uc73c\ub85c \ubd84\ud560\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub54c, \uac19\uc740 \uadf8\ub8f9\uc5d0 \uc18d\ud55c \ub370\uc774\ud130\ub294 \uc11c\ub85c \uc720\uc0ac\ud558\uba70, \ub2e4\ub978 \uadf8\ub8f9\uc5d0 \uc18d\ud55c \ub370\uc774\ud130\ub294 \uc11c\ub85c \ub2e4\ub985\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc758 \uc77c\uc885\uc73c\ub85c, \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

1.1 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uc8fc\uc694 \uae30\uc220<\/h3>\n

\ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uae30\ubc95\uc774 \uc788\uc73c\uba70, \uadf8 \uc911 \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

K-means \ud074\ub7ec\uc2a4\ud130\ub9c1<\/strong>: \uac00\uc7a5 \uac04\ub2e8\ud558\uace0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \ub370\uc774\ud130\ub97c K\uac1c\uc758 \ud074\ub7ec\uc2a4\ud130\ub85c \ub098\ub204\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n
\uacc4\uce35\uc801 \ud074\ub7ec\uc2a4\ud130\ub9c1<\/strong>: \ub370\uc774\ud130 \uac04\uc758 \uac70\ub9ac \uae30\ubc18\uc73c\ub85c \ud074\ub7ec\uc2a4\ud130\ub97c \uc0dd\uc131\ud558\uba70, \ub374\ub4dc\ub85c\uadf8\ub7a8\uc744 \ub9cc\ub4e4\uc5b4 \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n

DBSCAN<\/strong>: \ubc00\ub3c4 \uae30\ubc18 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc73c\ub85c, \ub370\uc774\ud130\uc758 \ubc00\ub3c4\uac00 \uae30\uc900\uc774 \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. K-means \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uc774\ud574<\/h2>\n
K-means \ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \uc544\ub798\uc640 \uac19\uc740 \uc808\ucc28\ub97c \ub530\ub985\ub2c8\ub2e4:<\/p>\n
\n\n
\uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uac00\uc7a5 \uac00\uae4c\uc6b4 \ud074\ub7ec\uc2a4\ud130 \uc911\uc2ec\uc5d0 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n
\ud560\ub2f9\ub41c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc5d0 \uae30\ubc18\ud574 \uac01 \ud074\ub7ec\uc2a4\ud130 \uc911\uc2ec\uc744 \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n
\ubcc0\ud654\uac00 \uc5c6\uc744 \ub54c\uae4c\uc9c0 2~3\ub2e8\uacc4\ub97c \ubc18\ubcf5\ud569\ub2c8\ub2e4.<\/li>\n<\/li<><\/ol>\n
2.1 K-means\uc758 \uc218\ud559\uc801 \ubc30\uacbd<\/h3>\n
K-means\uc758 \ubaa9\ud45c\ub294 \ud074\ub7ec\uc2a4\ud130 \ub0b4 \ubd84\uc0b0\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uac01 \ud074\ub7ec\uc2a4\ud130\uc758 \ubd84\uc0b0\uc740 \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc18d\ud558\ub294 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc640 \ud074\ub7ec\uc2a4\ud130 \uc911\uc2ec \uac04\uc758 \uac70\ub9ac\ub85c \uc815\uc758\ub429\ub2c8\ub2e4.<\/p>\n
3. \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud55c K-means \ud074\ub7ec\uc2a4\ud130\ub9c1 \uad6c\ud604<\/h2>\n
\uc774\ubc88 \uc139\uc158\uc5d0\uc11c\ub294 \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec K-means \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798 \uc608\uc81c \ucf54\ub4dc\ub97c \ud1b5\ud574 \uc6b0\ub9ac\uac00 \uc0ac\uc6a9\ud560 \ub370\uc774\ud130\uc14b\uacfc K-means \uc54c\uace0\ub9ac\uc998\uc758 \uad6c\ud604 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n
\uba3c\uc800 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. \ubcf8 \uc608\uc81c\uc5d0\uc11c\ub294 NumPy\uc640 Matplotlib\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
!pip install numpy matplotlib torch<\/code><\/pre>\n3.2 \ub370\uc774\ud130\uc14b \uc0dd\uc131 \ubc0f \uc2dc\uac01\ud654<\/h3>\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n# \ub370\uc774\ud130 \uc0dd\uc131\nnp.random.seed(0)\nX = np.concatenate([\n np.random.randn(100, 2) + np.array([1, 1]),\n np.random.randn(100, 2) + np.array([-1, -1]),\n np.random.randn(100, 2) + np.array([1, -1])\n])\n\n# \ub370\uc774\ud130 \uc2dc\uac01\ud654\nplt.scatter(X[:, 0], X[:, 1])\nplt.title('Generated Data')\nplt.xlabel('X1')\nplt.ylabel('X2')\nplt.grid()\nplt.show()<\/code><\/pre>\n3.3 K-means \uc54c\uace0\ub9ac\uc998 \uad6c\ud604<\/h3>\ndef kmeans(X, k, max_iters=100):\n # \ub79c\ub364\ud558\uac8c K\uac1c\uc758 \ucd08\uae30 \uc911\uc2ec \uc120\ud0dd\n centroids = X[np.random.choice(X.shape[0], k, replace=False)]\n for _ in range(max_iters):\n # \uac01 \ud3ec\uc778\ud2b8\ub97c \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc911\uc2ec\uc5d0 \ud560\ub2f9\n distances = np.linalg.norm(X[:, np.newaxis] - centroids, axis=2)\n labels = np.argmin(distances, axis=1)\n \n # \uc0c8\ub85c\uc6b4 \uc911\uc2ec \uacc4\uc0b0\n new_centroids = np.array([X[labels == i].mean(axis=0) for i in range(k)])\n \n # \uc911\uc2ec\uc774 \uc5c5\ub370\uc774\ud2b8\ub418\uc9c0 \uc54a\uc73c\uba74 \uc885\ub8cc\n if np.all(centroids == new_centroids):\n break\n \n centroids = new_centroids\n return labels, centroids\n\n# K-means \uc2e4\ud589\nk = 3\nlabels, centroids = kmeans(X, k)\n\n# \uacb0\uacfc \uc2dc\uac01\ud654\nplt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis')\nplt.scatter(centroids[:, 0], centroids[:, 1], color='red', marker='x', s=200)\nplt.title('K-means Clustering Result')\nplt.xlabel('X1')\nplt.ylabel('X2')\nplt.grid()\nplt.show()<\/code><\/pre>\n4. \uacb0\ub860<\/h2>\n\ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ud2b9\ud788 K-means \uc54c\uace0\ub9ac\uc998\uc740 \uadf8 \uac04\ub2e8\ud568\uacfc \ud6a8\uc728\uc131 \ub355\ubd84\uc5d0 \ub9ce\uc740 \ud604\uc2e4 \uc138\uacc4\uc758 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08\ubd80\ud130 K-means \uc54c\uace0\ub9ac\uc998\uc758 \uad6c\ud604\uae4c\uc9c0 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uc5ec\ub7ec\ubd84\uc758 \ub370\uc774\ud130\uc5d0 \uc54c\ub9de\uc740 \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc744 \uc801\uc6a9\ud574\ubcf4\uc138\uc694.<\/p>\n 5. \ucc38\uace0\uc790\ub8cc<\/h2>\n\n1. “Pattern Recognition and Machine Learning” – Christopher M. Bishop<\/li>\n 2. “Deep Learning” – Ian Goodfellow, Yoshua Bengio, Aaron Courville<\/li>\n 3. PyTorch Documentation<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\ud074\ub7ec\uc2a4\ud130\ub9c1\uc740 \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uc758 \ud558\ub098\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \uc11c\ub85c \uc720\uc0ac\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uc9d1\ub2e8\uc73c\ub85c \ub098\ub204\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \uc774\ubbf8\uc9c0 \ubd84\uc11d, \ud328\ud134 \uc778\uc2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08 \uac1c\ub150\uacfc \ud568\uaed8, \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \uae30\ucd08 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc758 \ubaa9\ud45c\ub294 \ub370\uc774\ud130\ub97c \ube44\uc2b7\ud55c \uc131\uaca9\uc744 \uac00\uc9c4 \uadf8\ub8f9\uc73c\ub85c \ubd84\ud560\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub54c, \uac19\uc740 \uadf8\ub8f9\uc5d0 \uc18d\ud55c \ub370\uc774\ud130\ub294 \uc11c\ub85c … \ub354 \ubcf4\uae30 “\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780”<\/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":[33],"tags":[],"class_list":["post-30124","post","type-post","status-publish","format-standard","hentry","category-33"],"yoast_head":"\n\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \ud074\ub7ec\uc2a4\ud130\ub9c1\uc774\ub780 - 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