{"id":12676,"date":"2022-12-18T16:36:56","date_gmt":"2022-12-18T13:36:56","guid":{"rendered":"https:\/\/oyasanli.com\/oyasblog\/?p=12676"},"modified":"2022-12-18T16:37:11","modified_gmt":"2022-12-18T13:37:11","slug":"cbs-istatistik-ve-gorsellestirme","status":"publish","type":"post","link":"https:\/\/oyasanli.com\/oyasblog\/2022\/12\/18\/cbs-istatistik-ve-gorsellestirme\/","title":{"rendered":"CBS, istatistik ve g\u00f6rselle\u015ftirme"},"content":{"rendered":"\n\n
<\/div>\n\n\n
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\"\"<\/a><\/figure>\n<\/figure>\n\n\n\n

CBS’ in yapmam\u0131za izin verdi\u011fi \u015fey; eldeki t\u00fcm bilgiler \u00fczerinde analiz yapabilmek ve bu analizi g\u00f6rselle\u015ftirmek i\u00e7in her t\u00fcrden farkl\u0131 \u015fekilde filtreleyebilmektir. Ger\u00e7ekten as\u0131l g\u00fcc\u00fc budur.<\/p>\n\n\n\n

Verilerimizi ke\u015ffedip tan\u0131maktan, analiz sonu\u00e7lar\u0131n\u0131 yorumlamaya, sonra bulgular\u0131 ve yorumlar\u0131m\u0131z\u0131 aktarmaya kadar, g\u00f6rselle\u015ftirme, \u00e7ok \u00f6nemli bir rol oynar.<\/p>\n\n\n\n

Verilerimizi haritaland\u0131rarak; ayn\u0131 istatistikte ayk\u0131r\u0131 de\u011ferlerle kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z gibi mek\u00e2nsal ayk\u0131r\u0131 de\u011ferler, ayk\u0131r\u0131 b\u00f6lgeler bile bulmaya ba\u015flayabiliriz. Ayr\u0131ca b\u00f6yle bir \u00e7al\u0131\u015fmada, daha \u00f6nceden bilmedi\u011fimiz sorular\u0131 ortaya \u00e7\u0131karacak modeller de bulabiliriz.<\/p>\n\n\n\n

Bir say\u0131sal de\u011fi\u015fkenin nas\u0131l da\u011f\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6rmek i\u00e7in histogram \u00f6ne \u00e7\u0131kar, \u00e7\u00fcnk\u00fc verilerimizin normal bir da\u011f\u0131l\u0131ma sahip olup olmad\u0131\u011f\u0131n\u0131 veya \u00e7arp\u0131k olup olmad\u0131\u011f\u0131n\u0131 bilmemiz gerekebilir. Ya da tahmine dayal\u0131 analiz s\u00fcrecinin bir par\u00e7as\u0131 olan de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi g\u00f6rselle\u015ftirmek i\u00e7in da\u011f\u0131l\u0131m grafiklerini de ekleyebiliriz. Veya zaman i\u00e7indeki e\u011filimleri ve d\u00f6ng\u00fcleri g\u00f6rselle\u015ftirmek i\u00e7in ayn\u0131 istatistikte oldu\u011fu gibi \u00e7izgi grafikler, zamansal grafikler analizimizde olabilir. \u00c7ok de\u011fi\u015fkenli bir analiz yaparken birden \u00e7ok de\u011fi\u015fkene bakar\u0131z, karma\u015f\u0131k ili\u015fkileri i\u00e7eren bu analizimizin sonu\u00e7lar\u0131n\u0131 anlamak i\u00e7in ilgili istatiksel grafikleri de ekleyerek bulgular\u0131m\u0131z\u0131 daha derin bir \u015fekilde a\u00e7\u0131klay\u0131p anlatabiliriz.<\/p>\n\n\n\n

Sonu\u00e7ta bu t\u00fcr g\u00f6rsel ke\u015fifler, istatistik yard\u0131m\u0131yla verilerimizin ne kadar sa\u011fl\u0131kl\u0131 oldu\u011funu anlamam\u0131za ve ayr\u0131ca sormak istedi\u011fimiz sorulara odaklanmam\u0131za yard\u0131mc\u0131 olur.<\/p>\n\n\n\n

Mek\u00e2nsal analiz yaparken veri g\u00f6rselle\u015ftirme bir s\u00fcsleme de\u011fildir. Ger\u00e7ekten bir gerekliliktir. Analiz sonu\u00e7lar\u0131m\u0131z\u0131 de\u011ferlendirip yorumlamam\u0131za yard\u0131mc\u0131 olacak iki boyutlu haritalar\u0131, \u00fc\u00e7 boyutlu sahneleri ve farkl\u0131 grafikleri birle\u015ftirebilmek sorular\u0131m\u0131za cevap bulmam\u0131za yard\u0131mc\u0131 olur.<\/p>\n\n\n\n

Analizler ve sonu\u00e7lar\u0131 ancak anlat\u0131labilir ve anla\u015f\u0131labilirse faydal\u0131 olurlar.\u00a0 <\/p>\n\n\n\n

Herkese kolay gelsin..<\/p>\n\n\n\n

Oya \u015eanl\u0131, 2 Aral\u0131k 2022<\/p>\n","protected":false},"excerpt":{"rendered":"

CBS’ in yapmam\u0131za izin verdi\u011fi \u015fey; eldeki t\u00fcm bilgiler \u00fczerinde analiz yapabilmek ve bu analizi g\u00f6rselle\u015ftirmek i\u00e7in her t\u00fcrden farkl\u0131 \u015fekilde filtreleyebilmektir. Ger\u00e7ekten as\u0131l g\u00fcc\u00fc budur. Verilerimizi ke\u015ffedip tan\u0131maktan, analiz sonu\u00e7lar\u0131n\u0131 yorumlamaya, sonra bulgular\u0131 ve yorumlar\u0131m\u0131z\u0131 aktarmaya kadar, g\u00f6rselle\u015ftirme, \u00e7ok \u00f6nemli bir rol oynar. Verilerimizi haritaland\u0131rarak; ayn\u0131 istatistikte ayk\u0131r\u0131 de\u011ferlerle kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z gibi mek\u00e2nsal ayk\u0131r\u0131 de\u011ferler,…<\/p>\n","protected":false},"author":1,"featured_media":12677,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"aside","meta":{"jetpack_post_was_ever_published":false,"jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":[]},"categories":[463,174],"tags":[461,469,468,460,472,471,117,422,135,473],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/oyasanli.com\/oyasblog\/wp-content\/uploads\/2022\/12\/catching.jpg?fit=2048%2C1152&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p4aIZ6-3is","jetpack-related-posts":[{"id":12680,"url":"https:\/\/oyasanli.com\/oyasblog\/2022\/12\/18\/mekansal-veri-bilimiyle-ilgili\/","url_meta":{"origin":12676,"position":0},"title":"Mek\u00e2nsal veri bilimiyle ilgili","date":"December 18, 2022","format":"aside","excerpt":"Mek\u00e2nsal veri bilimi, verimizi yararl\u0131 bir eylemle bilgilere d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in mek\u00e2nsal algoritmalar, makine \u00f6\u011frenmesi, istatistik ve derin \u00f6\u011frenmedeki en son ve en iyi tekniklerin yan\u0131 s\u0131ra denenmi\u015f ve do\u011frulanm\u0131\u015f, daha geleneksel tekniklerden baz\u0131lar\u0131n\u0131 da kullanarak temelde sorunlar\u0131m\u0131z\u0131 \u00e7\u00f6zmekle ilgili bilim dal\u0131d\u0131r. G\u00fcn\u00fcm\u00fczde, bilgisayar bilimi, istatistik ve programlama ge\u00e7mi\u015fine sahip, daha\u2026","rel":"","context":"In "CBS"","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/oyasanli.com\/oyasblog\/wp-content\/uploads\/2022\/12\/1669300543902.png?fit=1110%2C297&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":12586,"url":"https:\/\/oyasanli.com\/oyasblog\/2021\/11\/17\/cografya-haftasi-ve-cbsgunu\/","url_meta":{"origin":12676,"position":1},"title":"Co\u011frafya haftas\u0131 ve CBSG\u00fcn\u00fc","date":"November 17, 2021","format":"aside","excerpt":"\u00c7ok say\u0131da insan jeo-uzamsal sorunlar\u0131 anlayam\u0131yor ve hatta k\u00fcresel vatanda\u015flar olarak bunlar\u0131n etkilerini bilemiyor ve etkili kararlar alam\u0131yor. Kas\u0131m ay\u0131n\u0131n her \u00fc\u00e7\u00fcnc\u00fc haftas\u0131nda \u00f6\u011frenciler, aileler ve topluluk \u00fcyeleri s\u0131n\u0131fta dersler, oyunlar ve meydan okumalar ile genellikle politikac\u0131lar ve i\u015f liderleriyle toplant\u0131lara ev sahipli\u011fi yaparak co\u011frafyan\u0131n \u00f6nemine odaklanmay\u0131 sa\u011flarlar.Co\u011frafya Fark\u0131ndal\u0131k Haftas\u0131,\u2026","rel":"","context":"In "CBS"","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/oyasanli.com\/oyasblog\/wp-content\/uploads\/2021\/10\/IMG_20180713_134511.jpg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":12691,"url":"https:\/\/oyasanli.com\/oyasblog\/2023\/01\/28\/copper-bakir\/","url_meta":{"origin":12676,"position":2},"title":"Copper – Bak\u0131r","date":"January 28, 2023","format":"aside","excerpt":"Copper-Bakir.pdf","rel":"","context":"In "CBS"","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/oyasanli.com\/oyasblog\/wp-content\/uploads\/2023\/01\/NatCopper.jpg?fit=1200%2C1136&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":2503,"url":"https:\/\/oyasanli.com\/oyasblog\/2018\/09\/06\/veri-madenciligi-giris\/","url_meta":{"origin":12676,"position":3},"title":"Veri madencili\u011fi – Giris","date":"September 6, 2018","format":"aside","excerpt":"Veri Madencili\u011fi Nedir? Bilgisayar biliminde, ham verilerin faydal\u0131 bilgilere d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi s\u00fcrecidir. Bilgi ke\u015ffi olarak da adland\u0131rd\u0131\u011f\u0131m\u0131z, veri madencili\u011fi, b\u00fcy\u00fck hacimli verilerde ilgin\u00e7 ve kullan\u0131\u015fl\u0131 kal\u0131plar\u0131 ve ili\u015fkileri ke\u015ffetme y\u00f6ntemidir. Makine \u00f6\u011frenimi, istatistik, yapay zeka ve veritaban\u0131 teknolojilerini kullanan ve bunlar\u0131n ara\u00e7lar\u0131n\u0131 birle\u015ftiren \u00e7ok disiplinli bir beceridir. Veri madencili\u011fi, i\u015f d\u00fcnyas\u0131nda\u2026","rel":"","context":"In "IT Journals"","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/oyasanli.com\/oyasblog\/wp-content\/uploads\/2018\/09\/aIMG_7371.jpg?fit=960%2C720&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":5096,"url":"https:\/\/oyasanli.com\/oyasblog\/2019\/12\/23\/istatistik\/","url_meta":{"origin":12676,"position":4},"title":"\u0130statistik","date":"December 23, 2019","format":"aside","excerpt":"istatistik_PPT_OYA Yukar\u0131da ba\u015flang\u0131\u00e7 olarak belirlenen ilk \u00fcniteyi \u00e7al\u0131\u015f\u0131rken haz\u0131rlad\u0131\u011f\u0131m k\u0131sa bir \u00f6zeti slaytlarla mevcut.","rel":"","context":"In "IT Journals"","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/oyasanli.com\/oyasblog\/wp-content\/uploads\/2016\/02\/IMG_20160227_154151i.jpg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":8650,"url":"https:\/\/oyasanli.com\/oyasblog\/2020\/05\/21\/r-giris-2\/","url_meta":{"origin":12676,"position":5},"title":"R- Giri\u015f devam\u0131","date":"May 21, 2020","format":"aside","excerpt":"http:\/\/oyasanli.com\/oyasblog\/2018\/11\/09\/r-giris\/Ba\u015flarken baz\u0131 ta\u015flar yerine oturmam\u0131\u015ft\u0131.. San\u0131r\u0131m art\u0131k daha hakimim.. Ger\u00e7ekle\u015ftirdi\u011fim projeyi de ekleyece\u011fim. \u015eimdilik projenin \u0130ngilizce versiyonunun videosunu haz\u0131rl\u0131yorum.\u0130lerlemek i\u00e7in benim a\u00e7\u0131mdan gerekli olan ger\u00e7ek hayatla ba\u011flant\u0131l\u0131 bir proje - Covid19 grafikleri gibi- ve \u00f6\u011frenmeye devam edebilece\u011fim kaynaklar gerekli.Ger\u00e7ek proje olunca \u00f6\u011frenme daha anlaml\u0131 ve daha kal\u0131c\u0131 oluyor. 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