{"id":39667,"date":"2024-11-02T06:50:52","date_gmt":"2024-11-02T06:50:52","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39667"},"modified":"2024-11-26T06:41:07","modified_gmt":"2024-11-26T06:41:07","slug":"%ec%bb%b4%ed%93%a8%ed%84%b0-%eb%b9%84%ec%a0%84-%eb%b6%84%ec%95%bc%ec%9d%98-%ec%a3%bc%ec%9a%94-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-mnist%ec%99%80-fashion-mnist-%ec%86%90%ea%b8%80%ec%94%a8-%eb%b0%8f","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39667\/","title":{"rendered":"\ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b, MNIST\uc640 Fashion-MNIST  \uc190\uae00\uc528 \ubc0f \uc758\ub958 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c, \ub370\uc774\ud130\uc14b\uc740 \ubaa8\ub378 \ud6c8\ub828\uacfc \ud3c9\uac00\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub450 \uac00\uc9c0 \ub300\ud45c\uc801\uc778 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc778 MNIST\uc640 Fashion-MNIST\ub97c \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\ub4e4\uc740 \uc190\uae00\uc528 \uc22b\uc790 \uc778\uc2dd \ubc0f \ud328\uc158 \uc544\uc774\ud15c \ubd84\ub958\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uba70, \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ub9ce\uc740 \uc0ac\ub791\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. MNIST \ub370\uc774\ud130\uc14b<\/h2>\n<p>MNIST(Modified National Institute of Standards and Technology) \ub370\uc774\ud130\uc14b\uc740 \uc190\uae00\uc528 \uc22b\uc790 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc720\uba85\ud55c \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. 1990\ub144\ub300 \uc911\ubc18\uc5d0 LeCun et al.\uc5d0 \uc758\ud574 \ub9cc\ub4e4\uc5b4\uc84c\uc73c\uba70, 0\ubd80\ud130 9\uae4c\uc9c0\uc758 \uc22b\uc790\uac00 \uc190\uc73c\ub85c \uc4f4 \ud615\ud0dc\ub85c \ud45c\ud604\ub41c 70,000\uac1c\uc758 \uc774\ubbf8\uc9c0\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 60,000\uac1c\uc758 \ud6c8\ub828 \uc774\ubbf8\uc9c0\uc640 10,000\uac1c\uc758 \ud14c\uc2a4\ud2b8 \uc774\ubbf8\uc9c0\ub85c \ub098\ub258\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1. \ub370\uc774\ud130\uc14b \uad6c\uc131<\/h3>\n<p>\uac01 \uc774\ubbf8\uc9c0\ub294 28&#215;28 \ud53d\uc140\ub85c, \uadf8\ub808\uc774\uc2a4\ucf00\uc77c\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4. \uc774\ubbf8\uc9c0\uc758 \uac01 \ud53d\uc140\uc740 0(\ud770\uc0c9)\uc5d0\uc11c 255(\uac80\uc740\uc0c9) \uc0ac\uc774\uc758 \uac12\uc744 \uac00\uc9c0\uba70, \uc774 \uac12\ub4e4\uc740 \uc190\uae00\uc528 \uc22b\uc790\uac00 \uadf8\ub824\uc9c4 \ubd80\ubd84\uc758 \ubc1d\uae30\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. MNIST \ub370\uc774\ud130\uc14b\uc740 \uc22b\uc790 \uc778\uc2dd \uac19\uc740 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud14c\uc2a4\ud2b8\ud558\uace0 \ube44\uad50\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>1.2. MNIST\uc758 \uc911\uc694\uc131<\/h3>\n<p>MNIST\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08\ub97c \ubc30\uc6b0\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \ub9ce\uc740 \uc5f0\uad6c \ubc0f \uad50\uc721\uc5d0\uc11c \uad50\uacfc\uc11c\uc801\uc778 \uc608\uc81c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc758 \uc811\uadfc\uc131\uacfc \ub2e8\uc21c\uc131 \ub355\ubd84\uc5d0, \uc5f0\uad6c\uc790\ub4e4\uc740 \uc790\uc2e0\uc758 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uace0 \ud3c9\uac00\ud558\ub294 \ub370 \uc788\uc5b4\uc11c \ucd08\uae30 \ud14c\uc2a4\ud2b8 \uc2ac\ub77c\uc774\ub4dc\ub85c MNIST\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ub610\ud55c, \ub2e4\uc591\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5 \ube44\uad50\uc5d0 \uc0ac\uc6a9\ub418\uba70, \uc5ec\ub7ec \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998\uc758 \ubc1c\uc804\uc774 MNIST\ub97c \ud1b5\ud574 \ud655\uc778\ub418\uc5b4 \uc654\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.3. MNIST\uc758 \uc0ac\uc6a9 \uc608\uc2dc<\/h3>\n<p>MNIST \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc2e4\ud5d8\ub4e4\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc21c\ud55c \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM), \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac, \uadf8\ub9ac\uace0 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc778 CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd) \ub4f1\uc774 MNIST \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ub418\uc5c8\uc2b5\ub2c8\ub2e4. CNN \ubaa8\ub378\uc740 \ud2b9\ud788 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ubcf4\uc5ec\uc8fc\uba70, \ub525\ub7ec\ub2dd\uc774 \uc774\ubbf8\uc9c0 \ubd84\ub958\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\uc784\uc744 \uc785\uc99d\ud55c \uc0ac\ub840\ub85c \uaf3d\ud799\ub2c8\ub2e4.<\/p>\n<h3>1.4. MNIST \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc<\/h3>\n<p>MNIST \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c \ub9c1\ud06c\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: <a href=\"http:\/\/yann.lecun.com\/exdb\/mnist\/\">Yann LeCun\uc758 MNIST \ud398\uc774\uc9c0<\/a>. \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \ud3ec\ub9f7\uc73c\ub85c \uc81c\uacf5\ub418\uba70, \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc5ec\ub7ec \ud328\ud0a4\uc9c0(tensorflow, keras \ub4f1)\uc5d0\uc11c \ud3b8\ub9ac\ud558\uac8c \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. Fashion-MNIST \ub370\uc774\ud130\uc14b<\/h2>\n<p>Fashion-MNIST\ub294 MNIST\uc758 \ub300\uccb4 \ub370\uc774\ud130\uc14b\uc73c\ub85c, Zalando\uc758 \uc758\ub958 \uc774\ubbf8\uc9c0\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 10\uac1c\uc758 \ud328\uc158 \uc544\uc774\ud15c \ud074\ub798\uc2a4\ub97c \ud3ec\ud568\ud558\uc5ec, \ucd1d 70,000\uac1c\uc758 \uadf8\ub808\uc774\uc2a4\ucf00\uc77c \uc774\ubbf8\uc9c0\ub97c \uac16\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 60,000\uac1c\uc758 \ud6c8\ub828 \uc774\ubbf8\uc9c0\uc640 10,000\uac1c\uc758 \ud14c\uc2a4\ud2b8 \uc774\ubbf8\uc9c0\ub85c \ub098\ub204\uc5b4\uc838 \uc788\uc73c\uba70, \uac01 \uc774\ubbf8\uc9c0\ub294 \uc5ed\uc2dc 28&#215;28 \ud53d\uc140\uc785\ub2c8\ub2e4.<\/p>\n<h3>2.1. \ub370\uc774\ud130\uc14b \uad6c\uc131<\/h3>\n<p>Fashion-MNIST\ub294 \uc758\ub958 \uc544\uc774\ud15c\uc744 \ud45c\ud604\ud558\ub294 \uc774\ubbf8\uc9c0\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. 10\uac1c\uc758 \ud074\ub798\uc2a4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: <\/p>\n<ul>\n<li>0: T-shirt\/top<\/li>\n<li>1: Trouser<\/li>\n<li>2: Pullover<\/li>\n<li>3: Dress<\/li>\n<li>4: Coat<\/li>\n<li>5: Sandal<\/li>\n<li>6: Shirt<\/li>\n<li>7: Sneaker<\/li>\n<li>8: Bag<\/li>\n<li>9: Ankle boot<\/li>\n<\/ul>\n<h3>2.2. Fashion-MNIST\uc758 \uc911\uc694\uc131<\/h3>\n<p>Fashion-MNIST\ub294 MNIST\uc758 \ub2e8\uc21c\uc131\uc744 \uc720\uc9c0\ud558\uba74\uc11c\ub3c4 \ub354 \ubcf5\uc7a1\ud558\uace0 \uc2e4\uc6a9\uc801\uc778 \ubb38\uc81c\ub97c \ub2e4\ub8e8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\ub78c\uc758 \uc2dc\uac01 \uc778\uc2dd \ub2a5\ub825\uc5d0 \ub354\uc6b1 \uc811\uadfc\ud560 \uc218 \uc788\ub3c4\ub85d, \uc2e4\uc6a9\uc801\uc778 \ud328\uc158 \uc544\uc774\ud15c\uc758 \ubd84\ub958\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc5b4\ub5bb\uac8c \uc77c\ubc18\ud654\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub610\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ube44\uad50\ud558\ub294 \ub370\uc5d0 \uc788\uc5b4 \ub2e4\uc591\ud55c \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.3. Fashion-MNIST\uc758 \uc0ac\uc6a9 \uc608\uc2dc<\/h3>\n<p>Fashion-MNIST\ub294 \ube44\uc804 \ubd84\uc57c\uc758 \uc5ec\ub7ec \ubaa8\ub378\uc5d0 \ub300\ud574 \ud14c\uc2a4\ud2b8\ub418\uc5b4 \uc654\uc73c\uba70, CNN\uacfc \uac19\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ud328\uc158 \uc544\uc774\ud15c\uc744 \ubd84\ub958\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, CNN\uc740 92% \uc774\uc0c1\uc758 \uc815\ud655\ub3c4\ub85c Fashion-MNIST\uc5d0 \ub300\ud55c \ubd84\ub958 \uc791\uc5c5\uc744 \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub192\uc740 \uc131\ub2a5\uc740 Fashion-MNIST\uac00 \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\ub420 \uac00\ub2a5\uc131\uc744 \ub192\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.4. Fashion-MNIST \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc<\/h3>\n<p>Fashion-MNIST\ub294 \ub2e4\uc74c \ub9c1\ud06c\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: <a href=\"https:\/\/github.com\/zalandoresearch\/fashion-mnist\">Fashion-MNIST GitHub \ud398\uc774\uc9c0<\/a>. \uc5ec\uae30\uc11c\ub294 \ub370\uc774\ud130\uc14b\uc744 \uc5bb\ub294 \ubc29\ubc95\uacfc \ub2e4\uc591\ud55c \uc0ac\uc6a9 \uc608\uc2dc\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. MNIST\uc640 Fashion-MNIST\uc758 \ube44\uad50<\/h2>\n<p>MNIST\uc640 Fashion-MNIST\ub294 \ubaa8\ub450 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubb38\uc81c\ub97c \ub2e4\ub8e8\uc9c0\ub9cc, \uadf8 \ub0b4\uc6a9\uc740 \ub2e4\ub985\ub2c8\ub2e4. \uc5ec\uae30\uc5d0 \ub450 \ub370\uc774\ud130\uc14b\uc758 \uc8fc\uc694 \ucc28\uc774\uc810\uc744 \uc815\ub9ac\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n<table>\n<tr>\n<th>\ud2b9\uc9d5<\/th>\n<th>MNIST<\/th>\n<th>Fashion-MNIST<\/th>\n<\/tr>\n<tr>\n<td>\uc774\ubbf8\uc9c0 \ud615\uc2dd<\/td>\n<td>\uc190\uae00\uc528 \uc22b\uc790<\/td>\n<td>\uc758\ub958 \uc544\uc774\ud15c<\/td>\n<\/tr>\n<tr>\n<td>\ud074\ub798\uc2a4 \uc218<\/td>\n<td>10 (0-9)<\/td>\n<td>10 (\ud328\uc158 \uc544\uc774\ud15c)<\/td>\n<\/tr>\n<tr>\n<td>\uac80\uc0c9 \uc6a9\uc774\uc131<\/td>\n<td>\ub2e8\uc21c\ud568<\/td>\n<td>\uc2e4\uc81c \uc0ac\uc6a9 \uc0ac\ub840 \uc5f0\uad00<\/td>\n<\/tr>\n<tr>\n<td>\uc8fc\uc694 \ud65c\uc6a9 \ubaa9\uc801<\/td>\n<td>\uae30\ucd08 ML\/DL \uad50\uc721<\/td>\n<td>\uc758\ub958 \ubd84\ub958, \ucd5c\uadfc \ud2b8\ub80c\ub4dc \ubd84\uc11d<\/td>\n<\/tr>\n<\/table>\n<h2>4. \uacb0\ub860<\/h2>\n<p>MNIST\uc640 Fashion-MNIST\ub294 \ucef4\ud4e8\ud130 \ube44\uc804\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c\uc758 \uc544\uc774\ucf58\uacfc \uac19\uc740 \uc874\uc7ac\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\ub4e4\uc740 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ud544\uc694\ud55c \uc774\ubbf8\uc9c0\ub97c \uc81c\uacf5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc744 \ud14c\uc2a4\ud2b8\ud558\uace0 \uc131\ub2a5\uc744 \ube44\uad50\ud558\ub294 \uae30\ud68c\ub97c \uc90d\ub2c8\ub2e4. \ud2b9\ud788, MNIST\ub294 \uae30\ucd08\uc801\uc778 \ub525\ub7ec\ub2dd \uad50\uc721\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uba70, Fashion-MNIST\ub294 \uc2e4\uc6a9\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774 \ub450 \ub370\uc774\ud130\uc14b\uc740 AI \uc5f0\uad6c\ub97c \ub354\uc6b1 \ubc1c\uc804\uc2dc\ud0a4\ub294\ub370 \ud070 \uae30\uc5ec\ub97c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\ub3c4 \ub370\uc774\ud130\uc14b\uc740 \uacc4\uc18d \uc55e\uc73c\ub85c \ub098\uc544\uac00\uc57c \ud558\uba70, \uc5f0\uad6c\uc790\ub4e4\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc640 \ubb38\uc81c\ub97c \ub2e4\ub8f0 \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc14b\uc744 \ud544\uc694\ub85c \ud560 \uac83\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c \uc2dc, MNIST\uc640 Fashion-MNIST\uc640 \uac19\uc740 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \ud559\uc2b5 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uccb4\ud06c\ud558\uace0, \ud5a5\ud6c4 \ubaa8\ub378 \uac1c\uc120\uc5d0 \ud544\uc694\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc774 MNIST\uc640 Fashion-MNIST \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub192\uc774\uace0, \uba38\uc2e0\ub7ec\ub2dd\uc774\ub098 \ub525\ub7ec\ub2dd\uc5d0 \ub300\ud55c \uad00\uc2ec\uc744 \ubd88\ub7ec\uc77c\uc73c\ud0a4\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub3c4\uc804\uacfc\uc81c\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\uace0, \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \ucc3e\uc544\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c, \ub370\uc774\ud130\uc14b\uc740 \ubaa8\ub378 \ud6c8\ub828\uacfc \ud3c9\uac00\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub450 \uac00\uc9c0 \ub300\ud45c\uc801\uc778 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc778 MNIST\uc640 Fashion-MNIST\ub97c \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\ub4e4\uc740 \uc190\uae00\uc528 \uc22b\uc790 \uc778\uc2dd \ubc0f \ud328\uc158 \uc544\uc774\ud15c \ubd84\ub958\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uba70, \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ub9ce\uc740 \uc0ac\ub791\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. MNIST \ub370\uc774\ud130\uc14b &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39667\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b, MNIST\uc640 Fashion-MNIST  \uc190\uae00\uc528 \ubc0f \uc758\ub958 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ub370\uc774\ud130\uc14b&#8221;<\/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":[199],"tags":[],"class_list":["post-39667","post","type-post","status-publish","format-standard","hentry","category-199"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b, MNIST\uc640 Fashion-MNIST \uc190\uae00\uc528 \ubc0f \uc758\ub958 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ub370\uc774\ud130\uc14b - \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\/39667\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b, MNIST\uc640 Fashion-MNIST \uc190\uae00\uc528 \ubc0f \uc758\ub958 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ub370\uc774\ud130\uc14b - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c, \ub370\uc774\ud130\uc14b\uc740 \ubaa8\ub378 \ud6c8\ub828\uacfc \ud3c9\uac00\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub450 \uac00\uc9c0 \ub300\ud45c\uc801\uc778 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc778 MNIST\uc640 Fashion-MNIST\ub97c \uc0c1\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\ub4e4\uc740 \uc190\uae00\uc528 \uc22b\uc790 \uc778\uc2dd \ubc0f \ud328\uc158 \uc544\uc774\ud15c \ubd84\ub958\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uba70, \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ub9ce\uc740 \uc0ac\ub791\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. 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