{"id":39611,"date":"2024-11-02T06:50:27","date_gmt":"2024-11-02T06:50:27","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39611"},"modified":"2024-11-26T06:41:15","modified_gmt":"2024-11-26T06:41:15","slug":"%ec%9d%8c%ec%84%b1-%eb%b0%8f-%ec%98%a4%eb%94%94%ec%98%a4-%ed%95%99%ec%8a%b5%ec%9a%a9-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-google-speech-commands-%ea%b0%84%eb%8b%a8%ed%95%9c-%ec%9d%8c%ec%84%b1","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39611\/","title":{"rendered":"\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b, Google Speech Commands  \uac04\ub2e8\ud55c \uc74c\uc131 \uba85\ub839\uc5b4 \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<p><body><\/p>\n<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \uc74c\uc131 \uc778\uc2dd, \uc74c\uc131 \uba85\ub839\uc5b4 \uc778\uc2dd \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uac00 \ube60\ub974\uac8c \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc758 \uc131\uc7a5\uc740 \uc5b4\ub5bb\uac8c \uc774\ub8e8\uc5b4\uc9c8\uae4c\uc694? \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c \uc911 \ud558\ub098\ub294 \uace0\ud488\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc778 Google Speech Commands \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. Google Speech Commands \ub370\uc774\ud130\uc14b \uac1c\uc694<\/h2>\n<p>Google Speech Commands \ub370\uc774\ud130\uc14b\uc740 \uac04\ub2e8\ud55c \uc74c\uc131 \uba85\ub839\uc5b4\ub97c \uc778\uc2dd\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub41c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc8fc\ub85c \ubaa8\ubc14\uc77c \ubc0f \uc784\ubca0\ub514\ub4dc \uae30\uae30\uc5d0\uc11c \uc74c\uc131 \uc778\uc2dd\uc744 \uc704\ud55c \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc2a4\ud53c\ucee4 \uc778\ub514\ud39c\ub358\ud2b8(speaker-independent) \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uae30 \uc704\ud55c \uc6a9\ub3c4\ub85c \ub9cc\ub4e4\uc5b4\uc84c\uc73c\uba70, \ub2e4\uc591\ud55c \ud658\uacbd \ubc0f \uc870\uac74\uc5d0\uc11c\uc758 \uc74c\uc131\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc5b4 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1 \ub370\uc774\ud130\uc14b\uc758 \uad6c\uc131<\/h3>\n<p>Google Speech Commands \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uba85\ub839\uc5b4\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>&#8220;yes&#8221;<\/li>\n<li>&#8220;no&#8221;<\/li>\n<li>&#8220;up&#8221;<\/li>\n<li>&#8220;down&#8221;<\/li>\n<li>&#8220;left&#8221;<\/li>\n<li>&#8220;right&#8221;<\/li>\n<li>&#8220;stop&#8221;<\/li>\n<li>&#8220;go&#8221;<\/li>\n<li>&#8220;forward&#8221;<\/li>\n<li>&#8220;backward&#8221;<\/li>\n<\/ul>\n<p>\uac01 \uac01\uc758 \uba85\ub839\uc5b4\ub294 \ub2e4\uc591\ud55c \uc0ac\uc6a9\uc790\uc5d0 \uc758\ud574 \ubc1c\uc74c\ub41c \uc74c\uc131 \uc0d8\ud50c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc804 \uc138\uacc4\uc758 \uc5ec\ub7ec \uc790\uc6d0\ubd09\uc0ac\uc790\ub85c\ubd80\ud130 \uc218\uc9d1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub2e4\uc591\uc131\uc740 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \ub370\uc774\ud130\uc14b\uc758 \ud2b9\uc131 \ubc0f \ud615\uc2dd<\/h2>\n<p>\uc774 \ub370\uc774\ud130\uc14b\uc740 \uc57d 65,000\uac1c\uc758 \uc624\ub514\uc624 \ud30c\uc77c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uac01 \ud30c\uc77c\uc740 1\ucd08 \uc774\ub0b4\uc758 \uae38\uc774\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc624\ub514\uc624 \ud30c\uc77c\uc740 WAV \ud615\uc2dd\uc73c\ub85c \uc800\uc7a5\ub418\uc5b4 \uc788\uc73c\uba70, \uc0d8\ud50c\ub9c1 \ub808\uc774\ud2b8\ub294 16kHz\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uac01 \uba85\ub839\uc5b4\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \ubc1c\uc74c\uacfc \uc5b5\uc591\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc5b4, \ubaa8\ub378 \ud6c8\ub828 \uc2dc \ubcf4\ub2e4 \ubc94\uc6a9\uc801\uc778 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \ub77c\ubca8\ub9c1<\/h3>\n<p>\uac01 \uc74c\uc131 \ud30c\uc77c\uc740 \uadf8\uc5d0 \ud574\ub2f9\ud558\ub294 \ub77c\ubca8(\uba85\ub839\uc5b4)\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub77c\ubca8\ub9c1\uc740 \ub370\uc774\ud130\uc14b\uc758 \uc911\uc694\ud55c \ubd80\ubd84\uc73c\ub85c, \uc815\ud655\ud55c \ud559\uc2b5\uc744 \uc704\ud574\uc11c\ub294 \ub77c\ubca8\uc758 \uc9c8\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. Google Speech Commands \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 \uac01 \uc0d8\ud50c\uc774 \uc62c\ubc14\ub974\uac8c \ub77c\ubca8\ub9c1 \ub418\uc5b4 \uc788\uc5b4, \ubaa8\ub378\uc774 \uc815\ud655\ud55c \ud559\uc2b5\uc744 \ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \ub370\uc774\ud130\uc14b\uc758 \ud65c\uc6a9<\/h2>\n<p>Google Speech Commands \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \uc74c\uc131 \uc778\uc2dd \uc2dc\uc2a4\ud15c \uac1c\ubc1c \ubc0f \uc5f0\uad6c\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc74c\uc131 \ube44\uc11c \uac1c\ubc1c: Alexa, Google Assistant\uc640 \uac19\uc740 \uc74c\uc131 \ube44\uc11c\ub97c \uc704\ud55c \uba85\ub839\uc5b4 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc5d0 \uc0ac\uc6a9<\/li>\n<li>\uc81c\uc5b4 \uc2dc\uc2a4\ud15c: IoT \uc7a5\uce58\ub97c \uc81c\uc5b4\ud558\uae30 \uc704\ud55c \uc74c\uc131 \uba85\ub839\uc5b4 \uc778\uc2dd\uc5d0 \ud65c\uc6a9<\/li>\n<li>\ud5ec\uc2a4\ucf00\uc5b4: \uc7a5\uc560\uc778\uc744 \uc704\ud55c \ubcf4\uc870\uae30\uc220 \uac1c\ubc1c\uc5d0 \uc0ac\uc6a9<\/li>\n<li>\uc790\ub3d9\ucc28: \ucc28\ub7c9 \ub0b4 \uc74c\uc131 \uc778\uc2dd \uc2dc\uc2a4\ud15c \uac1c\ubc1c\uc5d0 \uae30\uc5ec<\/li>\n<\/ul>\n<h3>3.1 \ubaa8\ub378 \ud6c8\ub828 \uc608\uc2dc<\/h3>\n<p>\ubaa8\ub378 \ud6c8\ub828\uc740 TensorFlow \ubc0f Keras\uc640 \uac19\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \ud6c8\ub828\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ub370\uc774\ud130 \ub85c\ub529 \ubc0f \uc804\ucc98\ub9ac: \uc624\ub514\uc624 \ud30c\uc77c\uc744 \ub85c\ub4dc\ud558\uace0, \ud2b9\uc9d5 \ucd94\ucd9c(\uc608: MFCC)\uc744 \uc218\ud589<\/li>\n<li>\ubaa8\ub378 \uc815\uc758: CNN \ub610\ub294 RNN\uacfc \uac19\uc740 \ubaa8\ub378 \uad6c\uc870 \uc815\uc758<\/li>\n<li>\ud6c8\ub828 \ubc0f \uac80\uc99d: \ud6c8\ub828 \ub370\uc774\ud130\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0, \uac80\uc99d \ub370\uc774\ud130\ub85c \uc131\ub2a5 \ud3c9\uac00<\/li>\n<li>\ud14c\uc2a4\ud2b8: \uc0c8\ub85c\uc6b4 \uc74c\uc131 \uba85\ub839\uc5b4 \ub370\uc774\ud130\ub85c \ubaa8\ub378 \ud14c\uc2a4\ud2b8<\/li>\n<\/ol>\n<h2>4. \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc<\/h2>\n<p>Google Speech Commands \ub370\uc774\ud130\uc14b\uc740 \uacf5\uac1c\uc801\uc73c\ub85c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \ub9c1\ud06c\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc14b\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.tensorflow.org\/datasets\/community_catalog\/huggingface\/google_speech_commands\" target=\"_blank\" rel=\"noopener\">TensorFlow Datasets &#8211; Google Speech Commands<\/a><\/li>\n<\/ul>\n<p>\uc704 \ub9c1\ud06c\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc14b\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud55c \ud6c4, \ud544\uc694\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub97c \uc9c4\ud589\ud558\uc5ec \ubaa8\ub378 \ud6c8\ub828\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \uacb0\ub860<\/h2>\n<p>Google Speech Commands \ub370\uc774\ud130\uc14b\uc740 \uc74c\uc131 \uc778\uc2dd \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \uc790\uc6d0\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc74c\uc131 \uba85\ub839\uc5b4\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc5b4, \uc2e4\uc81c \uc0ac\uc6a9 \uc0c1\ud669\uc5d0 \ucd5c\uc801\ud654\ub41c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud574 \uc790\uc2e0\ub9cc\uc758 \uc74c\uc131 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\ub525\ub7ec\ub2dd \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \ub370\uc774\ud130\uc14b\uc758 \uc911\uc694\uc131\uc744 \uc798 \uc774\ud574\ud558\uace0, \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc744 \ud0d0\uc0c9\ud558\uba70 \uc2e4\ud5d8\uc744 \uac70\ub4ed\ud558\ub294 \uac83\uc774 \uc131\uacf5\uc801\uc778 \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc758 \uc5f4\uc1e0\uc785\ub2c8\ub2e4.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \uc74c\uc131 \uc778\uc2dd, \uc74c\uc131 \uba85\ub839\uc5b4 \uc778\uc2dd \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uac00 \ube60\ub974\uac8c \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc758 \uc131\uc7a5\uc740 \uc5b4\ub5bb\uac8c \uc774\ub8e8\uc5b4\uc9c8\uae4c\uc694? \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c \uc911 \ud558\ub098\ub294 \uace0\ud488\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc778 Google Speech Commands \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. Google Speech Commands \ub370\uc774\ud130\uc14b \uac1c\uc694 Google Speech Commands \ub370\uc774\ud130\uc14b\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39611\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b, Google Speech Commands  \uac04\ub2e8\ud55c \uc74c\uc131 \uba85\ub839\uc5b4 \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-39611","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>\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b, Google Speech Commands \uac04\ub2e8\ud55c \uc74c\uc131 \uba85\ub839\uc5b4 \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\/39611\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b, Google Speech Commands \uac04\ub2e8\ud55c \uc74c\uc131 \uba85\ub839\uc5b4 \ub370\uc774\ud130\uc14b - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \uc74c\uc131 \uc778\uc2dd, \uc74c\uc131 \uba85\ub839\uc5b4 \uc778\uc2dd \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uac00 \ube60\ub974\uac8c \uc131\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc758 \uc131\uc7a5\uc740 \uc5b4\ub5bb\uac8c \uc774\ub8e8\uc5b4\uc9c8\uae4c\uc694? \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c \uc911 \ud558\ub098\ub294 \uace0\ud488\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc778 Google Speech Commands \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. 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