{"id":8113,"date":"2024-12-30T12:00:14","date_gmt":"2024-12-30T09:00:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/"},"modified":"2024-12-30T12:00:14","modified_gmt":"2024-12-30T09:00:14","slug":"excelden-sonra-hangi-veri-analitigi-araci","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/","title":{"rendered":"Excel&#8217;den Sonra Hangi Veri Analiti\u011fi Arac\u0131?"},"content":{"rendered":"<p>Excel&#8217;den Sonra Hangi Veri Analiti\u011fi Arac\u0131?<\/p>\n<p>Merhaba! Ben Fatih Soysal ve bug\u00fcn Excel&#8217;den sonra hangi veri analiti\u011fi arac\u0131na ihtiya\u00e7 duydu\u011funuz sorusuna cevap vermeye \u00e7al\u0131\u015faca\u011f\u0131m.  Excel, bir\u00e7ok ki\u015fi i\u00e7in veri analiti\u011finin giri\u015f kap\u0131s\u0131d\u0131r. Ancak veri setleriniz b\u00fcy\u00fcd\u00fck\u00e7e ve analizleriniz karma\u015f\u0131kla\u015ft\u0131k\u00e7a, Excel&#8217;in s\u0131n\u0131rlamalar\u0131 ortaya \u00e7\u0131kmaya ba\u015flar.  Bu noktada, daha g\u00fc\u00e7l\u00fc ve verimli ara\u00e7lara y\u00f6nelmek ka\u00e7\u0131n\u0131lmaz olur.  Peki, do\u011fru ara\u00e7 hangisi? Bu, i\u015finizin \u00f6zel gereksinimlerine ba\u011fl\u0131d\u0131r, ancak baz\u0131 pop\u00fcler se\u00e7enekleri ve bunlar\u0131n art\u0131lar\u0131n\u0131\/eksilerini inceleyelim.<\/p>\n<h2>Veri Analiti\u011fi Ara\u00e7lar\u0131n\u0131 Se\u00e7erken Nelere Dikkat Etmeliyiz?<\/h2>\n<p>\u00d6ncelikle, mevcut veri setinizin b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fc ve yap\u0131s\u0131n\u0131 de\u011ferlendirmelisiniz.  K\u00fc\u00e7\u00fck veri setleri i\u00e7in Excel yeterli olabilir. Ancak, b\u00fcy\u00fck veri setleri veya karma\u015f\u0131k analizler i\u00e7in daha g\u00fc\u00e7l\u00fc bir araca ihtiya\u00e7 duyars\u0131n\u0131z.  Bunun yan\u0131 s\u0131ra, analiz yapma becerileriniz ve ekibinize uygun bir aray\u00fcze sahip olmak da \u00f6nemlidir.  Baz\u0131 ara\u00e7lar \u00f6\u011frenmesi kolayken, baz\u0131lar\u0131 daha fazla teknik bilgi gerektirir.  Son olarak, b\u00fct\u00e7enizi ve arac\u0131n maliyetini de g\u00f6z \u00f6n\u00fcnde bulundurman\u0131z gerekiyor.<\/p>\n<h2>Pop\u00fcler Veri Analiti\u011fi Ara\u00e7lar\u0131 ve Kar\u015f\u0131la\u015ft\u0131rmas\u0131<\/h2>\n<p>Piyasada bir\u00e7ok veri analiti\u011fi arac\u0131 bulunmaktad\u0131r.  Bunlardan baz\u0131lar\u0131 \u015funlard\u0131r:<\/p>\n<h3>1. Power BI:<\/h3>\n<p>Power BI, Microsoft taraf\u0131ndan geli\u015ftirilen ve Excel ile entegre \u00e7al\u0131\u015fan g\u00fc\u00e7l\u00fc bir veri g\u00f6rselle\u015ftirme ve analiz arac\u0131d\u0131r.  Kullan\u0131m\u0131 nispeten kolayd\u0131r ve etkile\u015fimli panolar olu\u015fturman\u0131za olanak tan\u0131r.  \u00d6zellikle b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken olduk\u00e7a h\u0131zl\u0131 ve verimlidir.  Ancak, baz\u0131 ileri d\u00fczey analizler i\u00e7in ek eklentilere ihtiya\u00e7 duyabilirsiniz.<\/p>\n<h3>2. Tableau:<\/h3>\n<p>Tableau, veri g\u00f6rselle\u015ftirmesinde lider bir ara\u00e7t\u0131r.  Kullan\u0131c\u0131 dostu aray\u00fcz\u00fc ve g\u00fc\u00e7l\u00fc g\u00f6rselle\u015ftirme yetenekleriyle bilinir.  Power BI gibi b\u00fcy\u00fck veri setleriyle kolayca ba\u015fa \u00e7\u0131kabilir ve karma\u015f\u0131k analizler ger\u00e7ekle\u015ftirebilir.  Ancak, Power BI&#8217;a g\u00f6re daha pahal\u0131 olabilir.<\/p>\n<h3>3. Python (Pandas, Scikit-learn):<\/h3>\n<p>Python, programlama dili olarak veri analizi i\u00e7in son derece g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r.  Pandas k\u00fct\u00fcphanesi veri manip\u00fclasyonu i\u00e7in, Scikit-learn ise makine \u00f6\u011frenmesi modelleri olu\u015fturmak i\u00e7in kullan\u0131l\u0131r.  Python, \u00f6zelle\u015ftirilebilirli\u011fi ve geni\u015f k\u00fct\u00fcphane deste\u011fiyle di\u011fer ara\u00e7lardan ayr\u0131l\u0131r.  Ancak, Python programlama bilgisini gerektirir ve \u00f6\u011frenme e\u011frisi daha diktir. <a href=\"https:\/\/www.python.org\/\">Python hakk\u0131nda daha fazla bilgi i\u00e7in buraya t\u0131klay\u0131n.<\/a><\/p>\n<h3>4. R:<\/h3>\n<p>R, istatistiksel hesaplama ve grafik olu\u015fturma i\u00e7in kullan\u0131lan a\u00e7\u0131k kaynakl\u0131 bir programlama dilidir.  Python gibi geni\u015f bir k\u00fct\u00fcphane ekosistemine sahiptir ve ileri d\u00fczey istatistiksel analizler i\u00e7in idealdir.  Ancak, \u00f6\u011frenme e\u011frisi olduk\u00e7a diktir ve aray\u00fcz\u00fc Python&#8217;a g\u00f6re daha az kullan\u0131c\u0131 dostudur.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Sonu\u00e7 olarak, Excel&#8217;den sonra hangi veri analiti\u011fi arac\u0131na ihtiyac\u0131n\u0131z oldu\u011funu belirlemek i\u00e7in \u00f6ncelikle veri setinizin boyutunu, analiz gereksinimlerinizi ve teknik becerilerinizi de\u011ferlendirmelisiniz.  Power BI ve Tableau, kullan\u0131c\u0131 dostu aray\u00fczleri ve g\u00fc\u00e7l\u00fc yetenekleriyle pop\u00fcler se\u00e7eneklerdir.  Ancak, daha fazla \u00f6zelle\u015ftirme ve ileri d\u00fczey analizlere ihtiyac\u0131n\u0131z varsa, Python veya R gibi programlama dilleri daha uygun olabilir.  Do\u011fru arac\u0131 se\u00e7mek, verilerinizden en iyi \u015fekilde yararlanman\u0131z\u0131 sa\u011flayacakt\u0131r.  Daha fazla bilgi ve destek i\u00e7in kendi sitemi <a href=\"https:\/\/fatihsoysal.com\">ziyaret edebilirsiniz.<\/a><\/p>\n<p>#Etiketler: Excel, Veri Analiti\u011fi, Power BI, Tableau, Python, R, Pandas, Scikit-learn, Veri G\u00f6rselle\u015ftirme, B\u00fcy\u00fck Veri, Makine \u00d6\u011frenmesi, Veri Analizi Ara\u00e7lar\u0131<\/p>\n","protected":false},"excerpt":{"rendered":"Excel&#8217;den Sonra Hangi Veri Analiti\u011fi Arac\u0131? Merhaba! Ben Fatih Soysal ve bug\u00fcn Excel&#8217;den sonra hangi veri analiti\u011fi arac\u0131na&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-8113","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>Excel&#039;den Sonra Hangi Veri Analiti\u011fi Arac\u0131?<\/title>\n<meta name=\"description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn Excel&#039;den sonra hangi veri analiti\u011fi arac\u0131na ihtiya\u00e7 duydu\u011funuz sorusuna cevap vermeye \u00e7al\u0131\u015faca\u011f\u0131m. Excel, bir\u00e7ok ki\u015fi i\u00e7in veri analiti\u011finin giri\u015f kap\u0131s\u0131d\u0131r. Ancak veri setleriniz b\u00fcy\u00fcd\u00fck\u00e7e ve analizleriniz karma\u015f\u0131kla\u015ft\u0131k\u00e7a, Excel&#039;in s\u0131n\u0131rlamalar\u0131 ortaya \u00e7\u0131kmaya ba\u015flar. Bu noktada, daha g\u00fc\u00e7l\u00fc ve verimli ara\u00e7lara y\u00f6nelmek ka\u00e7\u0131n\u0131lmaz olur. Peki, do\u011fru ara\u00e7 hangisi? Bu, i\u015finizin \u00f6zel gereksinimlerine ba\u011fl\u0131d\u0131r, ancak baz\u0131 pop\u00fcler se\u00e7enekleri ve bunlar\u0131n art\u0131lar\u0131n\u0131\/eksilerini inceleyelim.\" \/>\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\/excelden-sonra-hangi-veri-analitigi-araci\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Excel&#039;den Sonra Hangi Veri Analiti\u011fi Arac\u0131?\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn Excel&#039;den sonra hangi veri analiti\u011fi arac\u0131na ihtiya\u00e7 duydu\u011funuz sorusuna cevap vermeye \u00e7al\u0131\u015faca\u011f\u0131m. Excel, bir\u00e7ok ki\u015fi i\u00e7in veri analiti\u011finin giri\u015f kap\u0131s\u0131d\u0131r. Ancak veri setleriniz b\u00fcy\u00fcd\u00fck\u00e7e ve analizleriniz karma\u015f\u0131kla\u015ft\u0131k\u00e7a, Excel&#039;in s\u0131n\u0131rlamalar\u0131 ortaya \u00e7\u0131kmaya ba\u015flar. Bu noktada, daha g\u00fc\u00e7l\u00fc ve verimli ara\u00e7lara y\u00f6nelmek ka\u00e7\u0131n\u0131lmaz olur. Peki, do\u011fru ara\u00e7 hangisi? Bu, i\u015finizin \u00f6zel gereksinimlerine ba\u011fl\u0131d\u0131r, ancak baz\u0131 pop\u00fcler se\u00e7enekleri ve bunlar\u0131n art\u0131lar\u0131n\u0131\/eksilerini inceleyelim.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-30T09:00:14+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=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Excel&#8217;den Sonra Hangi Veri Analiti\u011fi Arac\u0131?\",\"datePublished\":\"2024-12-30T09:00:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/\"},\"wordCount\":628,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/excelden-sonra-hangi-veri-analitigi-araci\/\",\"name\":\"Excel'den Sonra Hangi Veri Analiti\u011fi Arac\u0131?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-12-30T09:00:14+00:00\",\"description\":\"Merhaba! Ben Fatih Soysal ve bug\u00fcn Excel'den sonra hangi veri analiti\u011fi arac\u0131na ihtiya\u00e7 duydu\u011funuz sorusuna cevap vermeye \u00e7al\u0131\u015faca\u011f\u0131m. Excel, bir\u00e7ok ki\u015fi i\u00e7in veri analiti\u011finin giri\u015f kap\u0131s\u0131d\u0131r. Ancak veri setleriniz b\u00fcy\u00fcd\u00fck\u00e7e ve analizleriniz karma\u015f\u0131kla\u015ft\u0131k\u00e7a, Excel'in s\u0131n\u0131rlamalar\u0131 ortaya \u00e7\u0131kmaya ba\u015flar. Bu noktada, daha g\u00fc\u00e7l\u00fc ve verimli ara\u00e7lara y\u00f6nelmek ka\u00e7\u0131n\u0131lmaz olur. Peki, do\u011fru ara\u00e7 hangisi? 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Ben Fatih Soysal ve bug\u00fcn Excel'den sonra hangi veri analiti\u011fi arac\u0131na ihtiya\u00e7 duydu\u011funuz sorusuna cevap vermeye \u00e7al\u0131\u015faca\u011f\u0131m. Excel, bir\u00e7ok ki\u015fi i\u00e7in veri analiti\u011finin giri\u015f kap\u0131s\u0131d\u0131r. Ancak veri setleriniz b\u00fcy\u00fcd\u00fck\u00e7e ve analizleriniz karma\u015f\u0131kla\u015ft\u0131k\u00e7a, Excel'in s\u0131n\u0131rlamalar\u0131 ortaya \u00e7\u0131kmaya ba\u015flar. Bu noktada, daha g\u00fc\u00e7l\u00fc ve verimli ara\u00e7lara y\u00f6nelmek ka\u00e7\u0131n\u0131lmaz olur. Peki, do\u011fru ara\u00e7 hangisi? Bu, i\u015finizin \u00f6zel gereksinimlerine ba\u011fl\u0131d\u0131r, ancak baz\u0131 pop\u00fcler se\u00e7enekleri ve bunlar\u0131n art\u0131lar\u0131n\u0131\/eksilerini inceleyelim.","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\/excelden-sonra-hangi-veri-analitigi-araci\/","og_locale":"tr_TR","og_type":"article","og_title":"Excel'den Sonra Hangi Veri Analiti\u011fi Arac\u0131?","og_description":"Merhaba! Ben Fatih Soysal ve bug\u00fcn Excel'den sonra hangi veri analiti\u011fi arac\u0131na ihtiya\u00e7 duydu\u011funuz sorusuna cevap vermeye \u00e7al\u0131\u015faca\u011f\u0131m. Excel, bir\u00e7ok ki\u015fi i\u00e7in veri analiti\u011finin giri\u015f kap\u0131s\u0131d\u0131r. Ancak veri setleriniz b\u00fcy\u00fcd\u00fck\u00e7e ve analizleriniz karma\u015f\u0131kla\u015ft\u0131k\u00e7a, Excel'in s\u0131n\u0131rlamalar\u0131 ortaya \u00e7\u0131kmaya ba\u015flar. Bu noktada, daha g\u00fc\u00e7l\u00fc ve verimli ara\u00e7lara y\u00f6nelmek ka\u00e7\u0131n\u0131lmaz olur. Peki, do\u011fru ara\u00e7 hangisi? 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