\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac - \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\/29646\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc74c\uc131 \uc778\uc2dd\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc\uc5d0 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\ub294 Wav2Vec2 \ubaa8\ub378\uc740 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc744 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 Wav2Vec2\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. Wav2Vec2\ub780? 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\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/29646\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc74c\uc131 \uc778\uc2dd\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc\uc5d0 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\ub294 Wav2Vec2 \ubaa8\ub378\uc740 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc744 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 Wav2Vec2\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. Wav2Vec2\ub780? Wav2Vec2\ub294 \ud398\uc774\uc2a4\ubd81 AI\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\ub85c, \ub300\ub7c9\uc758 \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c … \ub354 \ubcf4\uae30 \"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac\"","og_url":"https:\/\/atmokpo.com\/w\/29646\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T01:55:53+00:00","article_modified_time":"2024-11-26T06:51:54+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/29646\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29646\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac","datePublished":"2024-10-28T01:55:53+00:00","dateModified":"2024-11-26T06:51:54+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29646\/"},"wordCount":42,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/29646\/","url":"https:\/\/atmokpo.com\/w\/29646\/","name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T01:55:53+00:00","dateModified":"2024-11-26T06:51:54+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29646\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29646\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29646\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29646","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=29646"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29646\/revisions"}],"predecessor-version":[{"id":29647,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29646\/revisions\/29647"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":29646,"date":"2024-10-28T01:55:53","date_gmt":"2024-10-28T01:55:53","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29646"},"modified":"2024-11-26T06:51:54","modified_gmt":"2024-11-26T06:51:54","slug":"%ed%97%88%ea%b9%85%ed%8e%98%ec%9d%b4%ec%8a%a4-%ed%8a%b8%eb%a0%8c%ec%8a%a4%ed%8f%ac%eb%a8%b8-%ed%99%9c%ec%9a%a9%ea%b0%95%ec%a2%8c-wav2vec2-%ec%a0%84%ec%b2%98%eb%a6%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29646\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac"},"content":{"rendered":"

<\/p>\n

\ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc74c\uc131 \uc778\uc2dd\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc\uc5d0 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\ub294 Wav2Vec2<\/strong> \ubaa8\ub378\uc740 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc744 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 Wav2Vec2\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. Wav2Vec2\ub780?<\/h2>\n
Wav2Vec2\ub294 \ud398\uc774\uc2a4\ubd81 AI\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\ub85c, \ub300\ub7c9\uc758 \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ud574\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n
\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5 \ub2e8\uacc4: \ub300\ub7c9\uc758 \uc74c\uc131 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud558\uc5ec \uc74c\uc131\uc758 \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
\uc9c0\ub3c4 \ud559\uc2b5 \ub2e8\uacc4: \ud2b9\uc815 \uc74c\uc131 \uc778\uc2dd \uc791\uc5c5\uc5d0 \ub300\ud574 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. Wav2Vec2\uc758 \uc7a5\uc810<\/h2>\n
Wav2Vec2\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5: \ub300\ub7c9\uc758 \ub77c\ubca8\uc774 \uc5c6\ub294 \uc74c\uc131 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\ud560 \uc218 \uc788\uc5b4, \ub192\uc740 \uc131\ub2a5\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n
\uc801\uc740 \uc591\uc758 \ub370\uc774\ud130\ub85c\ub3c4 \ub192\uc740 \uc131\ub2a5: \uc801\uc740 \uc591\uc758 \ub77c\ubca8\uc774 \uc788\ub294 \ub370\uc774\ud130\ub85c\ub3c4 \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.<\/li>\n
\ub2e4\uc591\ud55c \uc5b8\uc5b4 \uc9c0\uc6d0: \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc5d0 \ub300\ud574 \ubaa8\ub378\uc744 \uc0ac\uc804 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. Wav2Vec2\ub97c \ud65c\uc6a9\ud55c \uc74c\uc131 \uc778\uc2dd \uc804\ucc98\ub9ac \uacfc\uc815<\/h2>\n
Wav2Vec2 \ubaa8\ub378\uc744 \uc801\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \uc74c\uc131 \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uc74c\uc131 \ud30c\uc77c \ub85c\ub4dc: \uc74c\uc131 \ud30c\uc77c\uc744 \uc77d\uc5b4\uc635\ub2c8\ub2e4.<\/li>\n
\uc0d8\ud50c\ub9c1: \uc74c\uc131\uc744 \uc77c\uc815\ud55c \uc0d8\ud50c\ub9c1 \ub808\uc774\ud2b8\uc5d0 \ub9de\ucd94\uc5b4 \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
\uc804\ucc98\ub9ac: \ud544\uc694\uc5d0 \ub530\ub77c \uc74c\uc131 \uc2e0\ud638\ub97c \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
3.1 \uc74c\uc131 \ud30c\uc77c \ub85c\ub4dc<\/h3>\n
\ud30c\uc774\uc36c\uc5d0\uc11c\ub294 librosa<\/code>\ub77c\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc131 \ud30c\uc77c\uc744 \uc27d\uac8c \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc74c\uc131 \ud30c\uc77c\uc744 \ub85c\ub4dc\ud558\ub294 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n
\nimport librosa\n\n# \uc74c\uc131 \ud30c\uc77c \uacbd\ub85c\nfile_path = \"your_audio_file.wav\"\n\n# \uc74c\uc131 \ud30c\uc77c \ub85c\ub4dc\naudio, sr = librosa.load(file_path, sr=16000)\nprint(f\"Audio shape: {audio.shape}, Sample rate: {sr}\")\n<\/code><\/pre>\n3.2 \uc0d8\ud50c\ub9c1<\/h3>\n\uc74c\uc131 \uc2e0\ud638\ub294 \ub2e4\uc591\ud55c \uc0d8\ud50c\ub9c1 \ub808\uc774\ud2b8\ub85c \uc800\uc7a5\ub429\ub2c8\ub2e4. Wav2Vec2 \ubaa8\ub378\uc740 \ubcf4\ud1b5 16kHz\uc758 \uc0d8\ud50c\ub9c1 \ub808\uc774\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc0ac\uc6a9\uc790\ub294 \uc0d8\ud50c\ub9c1 \ub808\uc774\ud2b8\uac00 16kHz\uc778 \uacbd\uc6b0\uc5d0\ub9cc \ubaa8\ub378\uc5d0 \ub370\uc774\ud130\ub97c \uc81c\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4. librosa<\/code>\ub97c \uc0ac\uc6a9\ud558\uba74 \ub85c\ub4dc\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \uc0d8\ud50c\ub9c1 \ub808\uc774\ud2b8\ub97c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 3.3 \uc804\ucc98\ub9ac<\/h3>\n\uc74c\uc131 \ub370\uc774\ud130\ub294 \ub2e4\uc591\ud55c \ub178\uc774\uc988\ub97c \ud3ec\ud568\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc804\ucc98\ub9ac\ub97c \ud1b5\ud574 \uc774\ub7ec\ud55c \ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\uace0 \uc624\ub514\uc624 \uc2e0\ud638\ub97c \uc815\uc81c\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub2e4\uc74c\uc758 \ubc29\ubc95\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n \n\ub178\ub9d0\ub77c\uc774\uc9d5: \uc74c\uc131 \uc2e0\ud638\uc758 \uac15\ub3c4\ub97c 0\uacfc 1 \uc0ac\uc774\ub85c \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n \ud544\ud130\ub9c1: \uace0\uc8fc\ud30c \ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\uae30 \uc704\ud574 \uc800\uc5ed \ud1b5\uacfc \ud544\ud130\ub97c \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n4. \uc804\ucc98\ub9ac \ucf54\ub4dc \uc608\uc81c<\/h2>\n\uc774\uc81c \uc704\uc758 \uc804\ucc98\ub9ac \ub2e8\uacc4\ub4e4\uc744 \ud3ec\ud568\ud55c \uc804\uccb4 \ucf54\ub4dc \uc608\uc81c\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n \nimport numpy as np\nimport librosa\nimport matplotlib.pyplot as plt\n\ndef load_audio(file_path):\n # \uc624\ub514\uc624 \ud30c\uc77c \ub85c\ub4dc\n audio, sr = librosa.load(file_path, sr=16000)\n return audio, sr\n\ndef preprocess_audio(audio):\n # \uc74c\uc131 \uc2e0\ud638 \ub178\ub9d0\ub77c\uc774\uc9d5\n audio = audio \/ np.max(np.abs(audio))\n \n # \uc800\uc5ed \ud1b5\uacfc \ud544\ud130 \uc801\uc6a9\n audio_filtered = librosa.effects.preemphasis(audio)\n return audio_filtered\n\n# \ud30c\uc77c \uacbd\ub85c \uc124\uc815\nfile_path = \"your_audio_file.wav\"\n\n# \uc624\ub514\uc624 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac\naudio, sr = load_audio(file_path)\naudio_processed = preprocess_audio(audio)\n\n# \uc804\ucc98\ub9ac \uacb0\uacfc \uc2dc\uac01\ud654\nplt.figure(figsize=(14, 5))\nplt.plot(audio_processed)\nplt.title(\"Processed Audio\")\nplt.xlabel(\"Samples\")\nplt.ylabel(\"Amplitude\")\nplt.show()\n<\/code><\/pre>\n5. Wav2Vec2 \ubaa8\ub378 \uc2e4\ud589\ud558\uae30<\/h2>\n\uc804\ucc98\ub9ac\ub41c \uc74c\uc131 \ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uc5c8\uc73c\uba74, Wav2Vec2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud560 \uc900\ube44\uac00 \uc644\ub8cc\ub41c \uac83\uc785\ub2c8\ub2e4. Hugging Face\uc758 transformers<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec Wav2Vec2 \ubaa8\ub378\uc744 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Wav2Vec2 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n \nfrom transformers import Wav2Vec2ForCTC, Wav2Vec2Tokenizer\nimport torch\n\n# Wav2Vec2 \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800 \ub85c\ub4dc\ntokenizer = Wav2Vec2Tokenizer.from_pretrained(\"facebook\/wav2vec2-base-960h\")\nmodel = Wav2Vec2ForCTC.from_pretrained(\"facebook\/wav2vec2-base-960h\")\n\n# \uc74c\uc131 \ub370\uc774\ud130\ub97c \ud1a0\ud06c\ub098\uc774\uc800\ub85c \ubcc0\ud658\ninput_values = tokenizer(audio_processed, return_tensors=\"pt\").input_values\n\n# \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21 \uc0dd\uc131\nwith torch.no_grad():\n logits = model(input_values).logits\n\n# \uc608\uce21\ub41c \ud1a0\ud070\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\npredicted_ids = torch.argmax(logits, dim=-1)\ntranscription = tokenizer.batch_decode(predicted_ids)[0]\nprint(f\"Transcription: {transcription}\")\n<\/code><\/pre>\n\uacb0\ub860<\/h2>\n\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 Wav2Vec2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc74c\uc131 \ud30c\uc77c\uc744 \ub85c\ub4dc\ud558\uace0, \uc0d8\ud50c\ub9c1 \ubc0f \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uce5c \ud6c4, \ucd5c\uc885\uc801\uc73c\ub85c \ubaa8\ub378\uc744 \ud1b5\ud574 \uc74c\uc131\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \ubc29\ubc95\uc744 \uc2e4\uc2b5\ud574\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ubc29\ubc95\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc74c\uc131 \uc778\uc2dd \uc791\uc5c5\uc5d0 Wav2Vec2 \ubaa8\ub378\uc744 \uc27d\uac8c \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n Wav2Vec2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc74c\uc131 \uc778\uc2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud560 \ub54c, \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ubc0f \ubaa8\ub378 \uc124\uc815\uc744 \ud14c\uc2a4\ud2b8\ud574\ubcf4\uba70 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ubaa8\ub378\uc774 \uc798 \ub3d9\uc791\ud558\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc2e4\ud5d8\ud574 \ubcf4\uc2dc\ub294 \uac83\ub3c4 \uc88b\uc740 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n \ud5a5\ud6c4\uc5d0\ub294 Wav2Vec2\uc758 \uace0\uae09 \uc0ac\uc6a9\ubc95\uc774\ub098 \uae30\ud0c0 \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc5d0 \ub300\ud55c \ub2e4\ub8e8\ub294 \uac83\ub3c4 \uae30\ub300\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc74c\uc131 \uc778\uc2dd \uae30\uc220\uc740 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc6b0\ub9ac\uc758 \uc791\uc5c5\uc744 \ub354\uc6b1 \ud6a8\uc728\uc801\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \uc904 \uac83\uc785\ub2c8\ub2e4.<\/p>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc74c\uc131 \uc778\uc2dd\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc\uc5d0 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\ub294 Wav2Vec2 \ubaa8\ub378\uc740 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc744 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 Wav2Vec2\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. Wav2Vec2\ub780? Wav2Vec2\ub294 \ud398\uc774\uc2a4\ubd81 AI\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\ub85c, \ub300\ub7c9\uc758 \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac”<\/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":[30],"tags":[],"class_list":["post-29646","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"\n\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac - \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\/29646\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, Wav2Vec2 \uc804\ucc98\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc74c\uc131 \uc778\uc2dd\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc\uc5d0 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\ub294 Wav2Vec2 \ubaa8\ub378\uc740 \uc74c\uc131 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc744 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 Wav2Vec2\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. Wav2Vec2\ub780? 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