| operations |
| comment | | "parent_author":"",<br>"parent_permlink":"kr",<br>"author":"deep-root",<br>"permlink":"deep-learning-toys-quick-draw-handwriting-recognition",<br>"title":"[\ub525\ub7ec\ub2dd \ud1a0\uc774\uc988,<br> Deep Learning Toys Quick,<br> Draw! Handwriting recognition.",<br>"body":"\uc548\ub155\ud558\uc138\uc694. \ub525\ub8e8\ud2b8 @deep-root\uc785\ub2c8\ub2e4.\n\uc774\ubc88 \ud3ec\uc2a4\ud305\uc5d0\uc11c\ub294 \uad6c\uae00 AI experiment\uc5d0\uc11c \ub098\uc628 Handwriting recognition project\uc778 [__Quick,<br> Draw!__ (https:\/\/quickdraw.withgoogle.com\/#)\uc5d0 \ub300\ud574\uc11c \uc18c\uac1c\ud574\ubcf4\ub824 \ud569\ub2c8\ub2e4. \nHandwriting recognition\uc740 \ub9d0 \uadf8\ub300\ub85c \uc190\uc73c\ub85c \uc791\uc131\ud55c \uae00\uc528\ub098 \uadf8\ub9bc\uc744 \uc778\uc2dd\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud558\ub294\ub370,<br> \uad6c\uae00\uc5d0\uc11c \uc624\ud508\uc18c\uc2a4 \ud504\ub85c\uc81d\ud2b8 \uc911 \ud558\ub098\ub85c \ub370\uc774\ud130 \ubc0f \ub370\ubaa8\ub97c \uacf5\uc720\ud558\uc600\uc8e0. \n\n## Quick,<br> Draw!\n\n![title.PNG (https:\/\/steemitimages.com\/DQmW9y5qX7hczJMCVtcNs7ZT2LxhMaFnE6K9L9sHAgppSny\/title.PNG)\n\n\uc774\ubc88\uc5d0 \uc18c\uac1c\ud558\ub294 Quick,<br> Draw\ub294 \uc8fc\uc5b4\uc9c4 \ud0a4\uc6cc\ub4dc\ub85c \uc0ac\ub78c\uc774 \uadf8\ub9bc\uc744 \uadf8\ub9ac\uace0 AI\uac00 \uc5b4\ub5a4 \uadf8\ub9bc\uc778\uc9c0 \ub9de\ucd94\ub294 \ubc29\ubc95\uc73c\ub85c \uac8c\uc784\uc744 \uc9c4\ud578\ud558\ub294\ub370\uc694. \uc27d\uac8c \uc124\uba85\ud558\uba74 AI\uc640 \ud558\ub294 [\uce90\uce58\ub9c8\uc778\ub4dc (http:\/\/cmind.netmarble.net\/main.asp)\ub85c \ubcf4\uc2dc\uba74 \ub429\ub2c8\ub2e4. (\uc774\uc81c \uc544\ub798\uc5d0\uc11c \ud559\uc2b5\ub41c \ub124\ud2b8\uc6cc\ud06c\ub97c \uac04\ub2e8\ud558\uac8c AI\ub85c \ud45c\ud604\ud558\uaca0\uc2b5\ub2c8\ub2e4.)\n\n![\uce90\uce58\ub9c8\uc778\ub4dc.jpg (https:\/\/steemitimages.com\/DQmVvRNtoZk48JnbctYzwL4ChkjRVwvCfkbDS5QvVCnjoCh\/%EC%BA%90%EC%B9%98%EB%A7%88%EC%9D%B8%EB%93%9C.jpg)\n~~\uc18c\ub294 \uc5ed\uc2dc \uc870\uc120\uc18c~~\n\n\uac8c\uc784 \uc9c4\ud589\uc740 \uac04\ub2e8\ud569\ub2c8\ub2e4. [__Quick,<br> Draw!__ (https:\/\/quickdraw.withgoogle.com\/#) \ud398\uc774\uc9c0\uc5d0 \uc811\uc18d\ud574\uc11c \uc2dc\uc791\ud558\uae30\ub97c \ub204\ub974\uba74 \ubc14\ub85c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \n\ud55c \ubc88\uc5d0 \ucd1d __6\uac1c__\uc758 \ubb38\uc81c(\ud0a4\uc6cc\ub4dc)\ub97c \ud480\uc5b4\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ud55c \ud0a4\uc6cc\ub4dc\ub2f9 20\ucd08\uc758 \uc2dc\uac04\uc774 \uc8fc\uc5b4\uc9d1\ub2c8\ub2e4. \uc81c\uac00 \ud14c\uc2a4\ud2b8 \ud588\uc744 \ub54c\ub294 \ud3ec\ud06c,<br> \ucf8c\uc18d\uc120,<br> \ud314\uafc8\uce58,<br> \ub0c9\uc7a5\ubc15\uc2a4,<br> \uae30\ucc28,<br> \uc790\ub3d9\ucc28,<br> 6\uac1c\uc758 \ud0a4\uc6cc\ub4dc\uac00 \ubb38\uc81c\ub85c \ub098\uc654\uc2b5\ub2c8\ub2e4. \n\n\ub9c8\uc6b0\uc2a4\ub85c \uadf8\ub824\uc11c\uc778\uc9c0... \uc81c\uac00 \ub625\uc190\uc774\ub77c \uadf8\ub7f0\uac74\uc9c0 6\uac1c\uc758 \ubb38\uc81c\uc911\uc5d0 \ud55c \ubb38\uc81c\ub294 \uc2e4\ud328\ud588\uc2b5\ub2c8\ub2e4. \u3160\u3160 \uadf8\ub7fc \uc544\ub798\uc5d0\uc11c \uc81c\uac00 \uadf8\ub9b0 \uadf8\ub9bc\uacfc AI\uac00 \uc5b4\ub5a4 \uc5b4\ub5a4 \ub2f5\uc744 \ucc0d\uc5c8\ub294\uc9c0 __\uc131\uacf5__ \uc0ac\ub840\uc640 __\uc2e4\ud328__ \uc0ac\ub840\ub85c \ud55c\ubc88 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \n\n## \uce90\uce58 \ub9c8\uc778\ub4dc \uc131\uacf5!!\n\n![boat_title.png (https:\/\/steemitimages.com\/DQmRdRa3RdQsvEoEmL46sNQpcFYfzwgHk4Yo1kCvxuoVPWB\/boat_title.png)\n\n![boat.gif (https:\/\/steemitimages.com\/DQmeyvRmaJ4g5sz1tZmtpvjiVSq27ydzmuUcXKJS4GKVoh1\/boat.gif)\n\n\uc6b0\uc120 \uccab\ubc88\uc9f8 \ud0a4\uc6cc\ub4dc\ub294 `\ucf8c\uc18d\uc815' \uc785\ub2c8\ub2e4. \uc704 \uadf8\ub9bc\uc744 \ubcf4\uba74 \uadf8\ub9bc\uc774 \uc9c4\ud589 \ub428\uc5d0 \ub530\ub77c\uc11c AI\uac00 \uc720\ucd94\ub97c \uc2dc\uc791\ud558\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc98\uc74c \ubc30\uc758 \ud558\ub2e8\uc744 \uadf8\ub838\uc744 \ub54c\ub294 __\uce74\ub204__\ub77c\uace0 \ud588\ub2e4\uac00,<br> \ubc30\uc758 \uc717 \ubd80\ubd84\uc744 \uadf8\ub9ac\ub2c8 __\uc5ec\uac1d\uc120__,<br> \uadf8\ub9ac\uace0 \ub098\ub984\uc758 \uc2a4\ud130\uc2a4\ud130 (\ud504\ub85c\ud3a0\ub7ec) \uae4c\uc9c0 \uadf8\ub9ac\uc790 \ub4dc\ub514\uc5b4 __\ucf8c\uc18d\uc815__ \uc774\ub77c\uace0 \uc815\ub2f5\uc744 \uc678\uce58\ub354\uad70\uc694!!\n\n## \uce90\uce58 \ub9c8\uc778\ub4dc \uc2e4\ud328 \u3160\u315c\n![arm_title.png (https:\/\/steemitimages.com\/DQmbQsfvrenbtfCoMJe8yyDtABkHVVMy97qwsmisQ31oxES\/arm_title.png)\n![arm.gif (https:\/\/steemitimages.com\/DQmYSti6nK9QeguBApgRxHn2E81KzdpxmCw2RFc9dpYQXk8\/arm.gif)\n\n\ub450 \ubc88\uc9f8\ub294 `\ud314\uafc8\uce58'\ub77c\ub294 \ud0a4\uc6cc\ub4dc \uc785\ub2c8\ub2e4. \uc5b4\ub5bb\uac8c\ub4e0 \ud314\uafc8\uce58\ub97c \ud45c\ud604\ud574\ubcf4\ub824 \ud588\ub294\ub370 __\uc904->\uc218\ubc15->\ucf67\uc218\uc5fc->\uc2e0\ubc1c...__ \uacb0\uad6d 20\ucd08 \uc548\uc5d0 \uc815\ub2f5\uc744 \uc678\uce58\uac8c \ub9cc\ub4e4\uc9c0 \ubabb\ud588\uc2b5\ub2c8\ub2e4. \n\n## \uacb0\uacfc\ubd84\uc11d\n\n![total.png (https:\/\/steemitimages.com\/DQmXg23CMiD77QY8tNcHxEBJVuFwEy3HmS3bbfTvAcbnM8a\/total.png)\n\n6\uac1c\uc758 \ubb38\uc81c\ub97c \ubaa8\ub450 \ud480\uace0\ub098\uba74 \uc2dc\ub3c4\ud574\ubcf8 \ubb38\uc81c\ub4e4\uc5d0 \ub300\ud574\uc11c \uc704\uc640 \uac19\uc774 \ub098\ud0c0\ub0b4 \uc90d\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uac01 \uadf8\ub9bc\uc744 \ud074\ub9ad\ud558\uba74 AI\uac00 \uc81c\uac00 \uadf8\ub9b0\uadf8\ub9bc\uacfc \ud559\uc2b5\ub41c \ub370\uc774\ud130\uc5d0\uc11c \uc5b4\ub5a4 \uadf8\ub9bc\uacfc \ub9e4\uce6d\uc774 \ub41c \uac74\uc9c0 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ubb3c\ub860 \uc798\ubabb \ub9e4\uce6d\ub41c \uacb0\uacfc\uacfc \ub2e4\ub978 \uc0ac\ub78c\ub4e4\uc774 \uadf8\ub9b0 \uacb0\uacfc\ub3c4 \ud568\uaed8 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc81c\uac00 \uadf8\ub9b0 \ud314\uafc8\uce58\uc758 \uacbd\uc6b0\uc5d0\ub294 \uc778\uc5b4,<br> \uc2e0\ubc1c,<br> \ud574\ubcc0\uc73c\ub85c \uc778\uc2dd\ud588\ub124\uc694. ~~\uc880 \ub354 \ud314\uafc8\uce58\ub97c \uac01\uc9c0\uac8c \uadf8\ub9b4\uac78 \uadf8\ub7ac\uc2b5\ub2c8\ub2e4~~\n\n![arm_detail.png (https:\/\/steemitimages.com\/DQmcromrk3XeqJpuU79jduewYSkgGecYQoZpRMP8kamN9cM\/arm_detail.png)\n\n## \ub9c8\ubb34\ub9ac\ud558\uba70..\n\n\uc0ac\uc2e4 \uac8c\uc784\uc73c\ub85c\uc11c\uc758 Quick,<br> Draw\ub97c \ubcf4\uba74 \uadf8\ub0e5 \uc2ec\uc2ec\ud560 \ub54c \uc0dd\uac01\uc5c6\uc774 \ud574\ubcf4\uae30 \uc88b\uc740 \ub370\ubaa8\uc8e0. `\uc6b0\uc640,<br> \uc774\uc81c \uc774\ub807\uac8c \uac00\uc9c0\uace0 \ub180 \uc218\ub3c4 \uc788\uad6c\ub098' \ud558\uba74\uc11c\uc694. \ud558\uc9c0\ub9cc \uc774\ub7f0 \ud504\ub85c\uc81d\ud2b8\uc758 \uc7a5\uc810\uc740 \ubc14\ub85c __\uc624\ud508\uc18c\uc2a4__ \ud504\ub85c\uc81d\ud2b8\ub77c\ub294 \uac81\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \uc6d0\ud55c\ub2e4\uba74 \uc5b8\uc81c\ub4e0 \uc218\uc2ed\ub9cc\uac1c\uc758 \ub099\uc11c\uadf8\ub9bc \ub370\uc774\ud130\ub97c \ubc1b\uc744 \uc218 \uc788\uace0 \ub370\uc774\ud130\ub294 \uc9c0\uae08 \uc774 \uc21c\uac04\uc5d0\ub3c4 \uacc4\uc18d \uc5c5\ub370\uc774\ud2b8 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud0a4\uc6cc\ub4dc\uac00 \uc8fc\uc5b4\uc9c0\uace0 \uc0ac\uc6a9\uc790\uac00 \ud574\ub2f9 \ud0a4\uc6cc\ub4dc\uc5d0 \ub9de\ub294 \uadf8\ub9bc\uc744 \uadf8\ub824\uc8fc\uae30 \ub54c\ubb38\uc5d0 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubaa8\uc744 \uc218 \uc788\uc8e0. \ubaa8\ub4e0\n \ub370\uc774\ud130\uac00 \ub2e4 \uc0ac\uc6a9\ub418\uc9c4 \uc54a\uaca0\uc9c0\ub9cc \uc800 \ub610\ud55c \ubd80\ubd84\uc801\uc73c\ub85c\ub294 \uc624\ud508 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uae30\uc5ec\ud588\ub2e4\uace0 \uc0dd\uac01\ud560 \uc218 \uc788\uaca0\uc8e0?\n __Brilliant!!!__\n\n![data.PNG (https:\/\/steemitimages.com\/DQmQL4SNjVyZwyBrR247onHXP4AuKjyS8JQhNNYDRk7Fn17\/data.PNG)\n\n\uadf8\ub9ac\uace0,<br> \ud559\uc2b5 \ub124\ud2b8\uc6cc\ud06c\uac00 \uacf5\uac1c\ub418\uc9c0\ub294 \uc54a\uc558\uc9c0\ub9cc \uc608\uc0c1\ucee8\ub370 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 (time-series data)\ub97c \ucc98\ub9ac\ud558\uae30 \uc6a9\uc774\ud55c RNN (Recurrent Neural Network) \ub610\ub294 LSTM (Long Short-Term Memory models) \ub97c \uc0ac\uc6a9\ud588\uc744 \uac83\uc785\ub2c8\ub2e4. \n\uad6c\uae00\uc5d0\uc11c \uc81c\uacf5\ud55c\ub294 \uc18c\uac1c\uc601\uc0c1\uc744 \ubcf4\uba74 \uc190\uc73c\ub85c \uc791\uc131\ud55c \uae00\uc790\ub97c \uc778\uc2dd\ud560 \ub54c \uc544\ub798 \uadf8\ub9bc\uacfc \uac19\uc774 \uc120\uc744 \uae0b\ub294 \uc21c\uc11c\ub4e4\ub3c4 \ub370\uc774\ud130\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc989,<br> \uadf8\ub9bc \uc804\uccb4\uc758 \ubaa8\uc591 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uadf8\ub9bc\uc744 \uadf8\ub9ac\ub294 \uc21c\uc11c \ub610\ud55c \uc778\uc2dd\uc5d0 \uc911\uc694\ud55c \ud2b9\uc9d5\uc774 \ub429\ub2c8\ub2e4. [\ub370\uc774\ud130 \uc14b \ud398\uc774\uc9c0 (https:\/\/quickdraw.withgoogle.com\/data)\uc5d0 \ub4e4\uc5b4\uac00\uc11c \ubcf4\uc2dc\uba74 \uac01 \uadf8\ub9bc\uc774 \uadf8\ub824\uc9c0\ub294 \uc21c\uc11c \ub610\ud55c \ud568\uaed8 \ub098\ud0c0\ub098\ub294 \uac83\uc744 \ud655\uc778\ud558\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n\n\uc774\ub7f0 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ub300\ud45c\uc801\uc778\uac8c RNN \uadf8\ub9ac\uace0 \uc774\ub97c \uac1c\uc120\ud55c LSTM \uc785\ub2c8\ub2e4. \uc880 \ub354 \uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \uacf5\ubd80\ud558\uace0 \uc2f6\uc73c\uc2e0 \ubd84\uc740 [ratsgo\ub2d8\uc758 \ube14\ub85c\uadf8 (https:\/\/ratsgo.github.io\/natural%20language%20processing\/2017\/03\/09\/rnnlstm\/)\ub098 [Terry\ub2d8\uc758 \ub525\ub7ec\ub2dd \uc601\uc0c1 (https:\/\/www.youtube.com\/watch?v=SoNtAjxA3Jo&t=773s)\uc744 \ubcf4\uc2dc\ub294 \uac83\uc744 \ucd94\ucc9c\ud569\ub2c8\ub2e4.\n\n![rnn.gif (https:\/\/steemitimages.com\/DQmbvZfMtgDbqaLtXs4GJ8tMST23SvYxcKrWR6jPNxHh7PC\/rnn.gif)\n\n\uadf8\ub7fc \ub9c8\uc9c0\ub9c9\uc740\uad6c\uae00\uc5d0\uc11c \ub9cc\ub4e0 Quick,<br> Draw! \uc18c\uac1c\uc601\uc0c1\uc73c\ub85c \ub9c8\ubb34\ub9ac\ud558\uba70 \uae00\uc744 \ub9c8\uce58\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\ub4e4 \ud55c\ubc88 \uc7ac\ubbf8\uc0bc\uc544 \ud574\ubcf4\uc2dc\uba74 \uc88b\uaca0\uc5b4\uc694!\nhttps:\/\/www.youtube.com\/watch?v=X8v1GWzZYJ4",<br>"json_metadata":" \"tags\":[\"kr\",<br>\"kr-newbie\",<br>\"deep-learning\",<br>\"jjangjjangman\",<br>\"snw\" ,<br>\"users\":[\"deep-root\" ,<br>\"image\":[\"https:\/\/steemitimages.com\/DQmW9y5qX7hczJMCVtcNs7ZT2LxhMaFnE6K9L9sHAgppSny\/title.PNG\",<br>\"https:\/\/steemitimages.com\/DQmVvRNtoZk48JnbctYzwL4ChkjRVwvCfkbDS5QvVCnjoCh\/%EC%BA%90%EC%B9%98%EB%A7%88%EC%9D%B8%EB%93%9C.jpg\",<br>\"https:\/\/steemitimages.com\/DQmRdRa3RdQsvEoEmL46sNQpcFYfzwgHk4Yo1kCvxuoVPWB\/boat_title.png\",<br>\"https:\/\/steemitimages.com\/DQmeyvRmaJ4g5sz1tZmtpvjiVSq27ydzmuUcXKJS4GKVoh1\/boat.gif\",<br>\"https:\/\/steemitimages.com\/DQmbQsfvrenbtfCoMJe8yyDtABkHVVMy97qwsmisQ31oxES\/arm_title.png\",<br>\"https:\/\/steemitimages.com\/DQmYSti6nK9QeguBApgRxHn2E81KzdpxmCw2RFc9dpYQXk8\/arm.gif\",<br>\"https:\/\/steemitimages.com\/DQmXg23CMiD77QY8tNcHxEBJVuFwEy3HmS3bbfTvAcbnM8a\/total.png\",<br>\"https:\/\/steemitimages.com\/DQmcromrk3XeqJpuU79jduewYSkgGecYQoZpRMP8kamN9cM\/arm_detail.png\",<br>\"https:\/\/steemitimages.com\/DQmQL4SNjVyZwyBrR247onHXP4AuKjyS8JQhNNYDRk7Fn17\/data.PNG\",<br>\"https:\/\/steemitimages.com\/DQmbvZfMtgDbqaLtXs4GJ8tMST23SvYxcKrWR6jPNxHh7PC\/rnn.gif\",<br>\"https:\/\/img.youtube.com\/vi\/X8v1GWzZYJ4\/0.jpg\" ,<br>\"links\":[\"https:\/\/quickdraw.withgoogle.com\/#\",<br>\"http:\/\/cmind.netmarble.net\/main.asp\",<br>\"https:\/\/quickdraw.withgoogle.com\/data\",<br>\"https:\/\/ratsgo.github.io\/natural%20language%20processing\/2017\/03\/09\/rnnlstm\/\",<br>\"https:\/\/www.youtube.com\/watch?v=SoNtAjxA3Jo&t=773s\",<br>\"https:\/\/www.youtube.com\/watch?v=X8v1GWzZYJ4\" ,<br>\"app\":\"steemit\/0.1\",<br>\"format\":\"markdown\" " |
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