{"id":18195,"date":"2025-04-15T09:15:14","date_gmt":"2025-04-15T06:15:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/"},"modified":"2025-04-15T09:15:14","modified_gmt":"2025-04-15T06:15:14","slug":"whisper-modelini-iyilestirme-veri-hazirliginin-onemi","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/","title":{"rendered":"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi"},"content":{"rendered":"<p><body><\/p>\n<p>Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi<\/p>\n<p>Merhaba, ben Fatih Soysal. Bu makalede, Google&#8217;\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli Whisper&#8217;\u0131 Claude ve Gemini gibi b\u00fcy\u00fck dil modelleriyle birle\u015ftirerek iyile\u015ftirme s\u00fcrecini ele alaca\u011f\u0131m. \u00d6zellikle, bu s\u00fcrecin en zorlu a\u015famalar\u0131ndan biri olan veri formatlama \u00fczerinde duraca\u011f\u0131z.  Deneyimlerimi ve \u00f6\u011frendiklerimi sizinle payla\u015fmak istiyorum.  Zira, do\u011fru ve iyi haz\u0131rlanm\u0131\u015f veriler, ba\u015far\u0131l\u0131 bir model e\u011fitiminin olmazsa olmaz\u0131d\u0131r.<\/p>\n<p>Whisper modelini iyile\u015ftirmek i\u00e7in Claude ve Gemini&#8217;yi kullanmay\u0131 hedefledim.  Ancak,  ba\u015flang\u0131\u00e7ta en b\u00fcy\u00fck m\u00fccadelemi veri formatlama a\u015famas\u0131nda ya\u015fad\u0131m.  Verinin do\u011fru \u015fekilde d\u00fczenlenmesi, modelin performans\u0131 i\u00e7in son derece kritiktir.  \u00d6rne\u011fin, yanl\u0131\u015f etiketlenmi\u015f veya tutars\u0131z veriler, modelin do\u011frulu\u011funu \u00f6nemli \u00f6l\u00e7\u00fcde d\u00fc\u015f\u00fcrebilir. Bu nedenle, veri temizli\u011fi ve do\u011fru formatlamaya b\u00fcy\u00fck \u00f6nem verdim.<\/p>\n<p>Bu zorlu\u011fun \u00fcstesinden gelmek i\u00e7in Label Studio adl\u0131 bir ara\u00e7tan yararland\u0131m.  Label Studio, verileri etiketlemek ve d\u00fczenlemek i\u00e7in kullan\u0131\u015fl\u0131 bir aray\u00fcz sunuyor.  Bu sayede, veri setini daha verimli ve tutarl\u0131 bir \u015fekilde haz\u0131rlayabildim.  Bununla birlikte,  Label Studio\u2019nun \u00f6\u011frenme e\u011frisi biraz dik oldu\u011fundan, ba\u015flang\u0131\u00e7ta baz\u0131 zorluklarla kar\u015f\u0131la\u015ft\u0131m.  Ancak, biraz zaman ay\u0131rarak ve \u00e7e\u015fitli kaynaklardan yard\u0131m alarak bu zorluklar\u0131n \u00fcstesinden geldim.<\/p>\n<p>\u0130\u015fte, Label Studio ile veri haz\u0131rlama s\u00fcrecinde izledi\u011fim ad\u0131mlar:<\/p>\n<ol>\n<li>Veri setini Label Studio&#8217;ya y\u00fckledim.<\/li>\n<li>Etiketleme \u015femas\u0131n\u0131 tan\u0131mlad\u0131m. Bu ad\u0131m, verilerdeki \u00f6nemli bilgileri tan\u0131mlamak ve bunlar\u0131 tutarl\u0131 bir \u015fekilde etiketlemek i\u00e7in gereklidir.<\/li>\n<li>Verileri etiketledim.  Bu a\u015famada, her veri noktas\u0131na ilgili etiketleri atad\u0131m.  Bu i\u015flem zaman al\u0131c\u0131 olsa da, modelin do\u011frulu\u011fu i\u00e7in son derece \u00f6nemlidir.<\/li>\n<li>Etiketlenmi\u015f verileri denetledim ve gerekli d\u00fczeltmeleri yapt\u0131m.<\/li>\n<li>Haz\u0131rlanan verileri Whisper modelini e\u011fitmek i\u00e7in kulland\u0131m.<\/li>\n<\/ol>\n<p>Elbette, veri formatlama s\u00fcrecinde sadece Label Studio kullanmad\u0131m.  \u00c7e\u015fitli Python k\u00fct\u00fcphaneleri ve betikler de yazd\u0131m.  \u00d6zellikle, veri \u00f6n i\u015fleme ve temizleme a\u015famalar\u0131nda bu k\u00fct\u00fcphaneler olduk\u00e7a faydal\u0131 oldu.  Bu s\u00fcre\u00e7te edindi\u011fim deneyimler, gelecekteki projelerimde de bana yard\u0131mc\u0131 olacakt\u0131r. <a href=\"https:\/\/dev.to\/lnhunt11\/working-with-claude-and-gemini-to-fine-tune-whisper-model-the-difficult-part-has-been-formatting-666\">\u0130ngilizce kaynak makaleye buradan ula\u015fabilirsiniz.<\/a><\/p>\n<p>Sonu\u00e7 olarak, Whisper modelini iyile\u015ftirmek i\u00e7in veri formatlaman\u0131n ne kadar kritik oldu\u011funu vurgulamak istiyorum.  Do\u011fru ve iyi d\u00fczenlenmi\u015f veriler olmadan ba\u015far\u0131l\u0131 bir model e\u011fitimi m\u00fcmk\u00fcn de\u011fildir.  Label Studio gibi ara\u00e7lar bu s\u00fcre\u00e7te olduk\u00e7a yard\u0131mc\u0131 oluyor.  Bu konuda daha fazla bilgi edinmek isteyenler i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">web sitemi<\/a> ziyaret edebilirler.<\/p>\n<p>#Etiketler: Whisper, konu\u015fma tan\u0131ma, model iyile\u015ftirme, Claude, Gemini, veri formatlama, Label Studio, makine \u00f6\u011frenmesi, yapay zeka, veri haz\u0131rlama,  Python<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi Merhaba, ben Fatih Soysal. Bu makalede, Google&#8217;\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-18195","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi<\/title>\n<meta name=\"description\" content=\"Merhaba, ben Fatih Soysal. Bu makalede, Google&#039;\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli Whisper&#039;\u0131 Claude ve Gemini gibi b\u00fcy\u00fck dil modelleriyle birle\u015ftirerek iyile\u015ftirme s\u00fcrecini ele alaca\u011f\u0131m. \u00d6zellikle, bu s\u00fcrecin en zorlu a\u015famalar\u0131ndan biri olan veri formatlama \u00fczerinde duraca\u011f\u0131z. Deneyimlerimi ve \u00f6\u011frendiklerimi sizinle payla\u015fmak istiyorum. Zira, do\u011fru ve iyi haz\u0131rlanm\u0131\u015f veriler, ba\u015far\u0131l\u0131 bir model e\u011fitiminin olmazsa olmaz\u0131d\u0131r.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi\" \/>\n<meta property=\"og:description\" content=\"Merhaba, ben Fatih Soysal. Bu makalede, Google&#039;\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli Whisper&#039;\u0131 Claude ve Gemini gibi b\u00fcy\u00fck dil modelleriyle birle\u015ftirerek iyile\u015ftirme s\u00fcrecini ele alaca\u011f\u0131m. \u00d6zellikle, bu s\u00fcrecin en zorlu a\u015famalar\u0131ndan biri olan veri formatlama \u00fczerinde duraca\u011f\u0131z. Deneyimlerimi ve \u00f6\u011frendiklerimi sizinle payla\u015fmak istiyorum. Zira, do\u011fru ve iyi haz\u0131rlanm\u0131\u015f veriler, ba\u015far\u0131l\u0131 bir model e\u011fitiminin olmazsa olmaz\u0131d\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-15T06:15:14+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi\",\"datePublished\":\"2025-04-15T06:15:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/\"},\"wordCount\":494,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/\",\"name\":\"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-04-15T06:15:14+00:00\",\"description\":\"Merhaba, ben Fatih Soysal. Bu makalede, Google'\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli Whisper'\u0131 Claude ve Gemini gibi b\u00fcy\u00fck dil modelleriyle birle\u015ftirerek iyile\u015ftirme s\u00fcrecini ele alaca\u011f\u0131m. \u00d6zellikle, bu s\u00fcrecin en zorlu a\u015famalar\u0131ndan biri olan veri formatlama \u00fczerinde duraca\u011f\u0131z. Deneyimlerimi ve \u00f6\u011frendiklerimi sizinle payla\u015fmak istiyorum. 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Bu makalede, Google'\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli Whisper'\u0131 Claude ve Gemini gibi b\u00fcy\u00fck dil modelleriyle birle\u015ftirerek iyile\u015ftirme s\u00fcrecini ele alaca\u011f\u0131m. \u00d6zellikle, bu s\u00fcrecin en zorlu a\u015famalar\u0131ndan biri olan veri formatlama \u00fczerinde duraca\u011f\u0131z. Deneyimlerimi ve \u00f6\u011frendiklerimi sizinle payla\u015fmak istiyorum. Zira, do\u011fru ve iyi haz\u0131rlanm\u0131\u015f veriler, ba\u015far\u0131l\u0131 bir model e\u011fitiminin olmazsa olmaz\u0131d\u0131r.","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:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/","og_locale":"tr_TR","og_type":"article","og_title":"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi","og_description":"Merhaba, ben Fatih Soysal. Bu makalede, Google'\u0131n geli\u015ftirdi\u011fi g\u00fc\u00e7l\u00fc konu\u015fma tan\u0131ma modeli Whisper'\u0131 Claude ve Gemini gibi b\u00fcy\u00fck dil modelleriyle birle\u015ftirerek iyile\u015ftirme s\u00fcrecini ele alaca\u011f\u0131m. \u00d6zellikle, bu s\u00fcrecin en zorlu a\u015famalar\u0131ndan biri olan veri formatlama \u00fczerinde duraca\u011f\u0131z. 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Zira, do\u011fru ve iyi haz\u0131rlanm\u0131\u015f veriler, ba\u015far\u0131l\u0131 bir model e\u011fitiminin olmazsa olmaz\u0131d\u0131r.","og_url":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-04-15T06:15:14+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"2 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi","datePublished":"2025-04-15T06:15:14+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/"},"wordCount":494,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/","url":"https:\/\/fatihsoysal.com\/blog\/whisper-modelini-iyilestirme-veri-hazirliginin-onemi\/","name":"Whisper Modelini \u0130yile\u015ftirme: Veri Haz\u0131rl\u0131\u011f\u0131n\u0131n \u00d6nemi","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-04-15T06:15:14+00:00","description":"Merhaba, ben Fatih Soysal. 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