{"id":3233,"date":"2024-11-18T10:54:56","date_gmt":"2024-11-18T07:54:56","guid":{"rendered":"https:\/\/bilisimacademy.com\/blog\/?p=3233"},"modified":"2025-07-23T10:06:13","modified_gmt":"2025-07-23T07:06:13","slug":"python-ile-veri-bilmi-ve-makine-ogrenmesi","status":"publish","type":"post","link":"https:\/\/bilisimacademy.com\/blog\/2024\/11\/python-ile-veri-bilmi-ve-makine-ogrenmesi\/","title":{"rendered":"Python ile Veri Bilimi ve Makine \u00d6\u011frenimi E\u011fitimi"},"content":{"rendered":"\n<p>Veri analiti\u011fi ve makine \u00f6\u011frenimi, g\u00fcn\u00fcm\u00fczde teknoloji d\u00fcnyas\u0131n\u0131n en stratejik ve h\u0131zl\u0131 geli\u015fen alanlar\u0131 aras\u0131nda yer al\u0131yor. \u00d6zellikle b\u00fcy\u00fck veri \u00e7a\u011f\u0131nda i\u015fletmelerin rekabet g\u00fcc\u00fcn\u00fc art\u0131rmak, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek ve daha etkili kararlar alabilmek i\u00e7in veri odakl\u0131 \u00e7\u00f6z\u00fcmlere olan ihtiya\u00e7 giderek art\u0131yor. Bu noktada, Python ile veri bilimi uygulamalar\u0131 \u00f6n plana \u00e7\u0131k\u0131yor. Python, a\u00e7\u0131k kaynakl\u0131 yap\u0131s\u0131, geni\u015f k\u00fct\u00fcphane deste\u011fi (pandas, NumPy, scikit-learn, TensorFlow gibi) ve kullan\u0131c\u0131 dostu s\u00f6zdizimi sayesinde hem yeni ba\u015flayanlar hem de profesyoneller i\u00e7in ideal bir programlama dili olarak \u00f6ne \u00e7\u0131k\u0131yor.<\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/bilisimacademy.com\/blog\/2024\/11\/python-ile-veri-bilmi-ve-makine-ogrenmesi\/#Python_Nedir_ve_Veri_Analitigi_Icin_Neden_Tercih_Edilir\" >Python Nedir ve Veri Analiti\u011fi \u0130\u00e7in Neden Tercih Edilir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/bilisimacademy.com\/blog\/2024\/11\/python-ile-veri-bilmi-ve-makine-ogrenmesi\/#Veri_Bilimi_ve_Makine_Ogrenimine_Giris_Python_ile_Temel_Kavramlar\" >Veri Bilimi ve Makine \u00d6\u011frenimine Giri\u015f: Python ile Temel Kavramlar<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/bilisimacademy.com\/blog\/2024\/11\/python-ile-veri-bilmi-ve-makine-ogrenmesi\/#Python_ile_Veri_Analizi_Yapmak_Pandas_ve_NumPy_Kullanimi\" >Python ile Veri Analizi Yapmak: Pandas ve NumPy Kullan\u0131m\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/bilisimacademy.com\/blog\/2024\/11\/python-ile-veri-bilmi-ve-makine-ogrenmesi\/#Makine_Ogrenimi_Algoritmalarina_Python_ile_Derinlemesine_Bir_Bakis\" >Makine \u00d6\u011frenimi Algoritmalar\u0131na Python ile Derinlemesine Bir Bak\u0131\u015f&nbsp;&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/bilisimacademy.com\/blog\/2024\/11\/python-ile-veri-bilmi-ve-makine-ogrenmesi\/#Python_ile_Veri_Bilimi_Projeleri_Gercek_Dunya_Uygulamalari_ve_Ornekler\" >Python ile Veri Bilimi Projeleri: Ger\u00e7ek D\u00fcnya Uygulamalar\u0131 ve \u00d6rnekler<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<p>E\u011fer siz de <a href=\"https:\/\/bilisimacademy.com\/makine-ogrenmesi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Python ile veri bilimi ve makine \u00f6\u011frenimi <\/a>hakk\u0131nda sa\u011flam bir temel olu\u015fturmak ve bu alanda projeler geli\u015ftirmek istiyorsan\u0131z, bu e\u011fitimi ka\u00e7\u0131rmamal\u0131s\u0131n\u0131z. E\u011fitimimizde, temel istatistik bilgilerinden veri temizleme ve g\u00f6rselle\u015ftirmeye, makine \u00f6\u011frenimi algoritmalar\u0131ndan model do\u011frulamaya kadar geni\u015f bir konu yelpazesi yer al\u0131yor. Ayr\u0131ca Python ile veri bilimi alan\u0131nda ger\u00e7ek d\u00fcnya problemleri \u00fczerinden uygulamal\u0131 \u00f6rneklerle \u00f6\u011frenme s\u00fcrecinizi peki\u015ftireceksiniz.<\/p>\n\n\n\n<p>Python ile veri bilimi sayesinde finans, sa\u011fl\u0131k, pazarlama, \u00fcretim gibi bir\u00e7ok sekt\u00f6rde etkili analizler yapabilir, veriye dayal\u0131 karar alma s\u00fcre\u00e7lerine katk\u0131da bulunabilirsiniz. Bu e\u011fitim, yaln\u0131zca teorik bilgi de\u011fil, ayn\u0131 zamanda pratik beceriler kazanman\u0131za da olanak tan\u0131r. Siz de kariyerinizi veri bilimiyle g\u00fc\u00e7lendirmek istiyorsan\u0131z, Python ile veri bilimi yolculu\u011funuza bizimle ba\u015flay\u0131n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Python_Nedir_ve_Veri_Analitigi_Icin_Neden_Tercih_Edilir\"><\/span>Python Nedir ve Veri Analiti\u011fi \u0130\u00e7in Neden Tercih Edilir? <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-2-7-1024x576-1.webp\" alt=\"Python ile Veri Bilimi ve Makine \u00d6\u011frenimi E\u011fitimi\" class=\"wp-image-4372\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-2-7-1024x576-1.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-2-7-1024x576-1-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-2-7-1024x576-1-768x432.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Python, a\u00e7\u0131k kaynakl\u0131 bir programlama dili olup, basit s\u00f6zdizimi ve geni\u015f k\u00fct\u00fcphane deste\u011fi ile veri analiti\u011fi alan\u0131nda s\u0131kl\u0131kla tercih edilmektedir. \u00d6zellikle veri de\u011ferlendirmesinden, yapay zek\u00e2 ve makine \u00f6\u011frenimine kadar bir\u00e7ok alanda kullan\u0131labilir. Python\u2019un yayg\u0131nl\u0131\u011f\u0131n\u0131n sebeplerinden biri de veri analiti\u011fi ve makine \u00f6\u011frenimi i\u00e7in geli\u015ftirilmi\u015f olan k\u00fct\u00fcphaneleri, \u00f6rne\u011fin Pandas, NumPy, Scikit-learn ve TensorFlow gibi ara\u00e7larla entegrasyonu sa\u011flamas\u0131d\u0131r. Bu k\u00fct\u00fcphaneler sayesinde Python, karma\u015f\u0131k veri analizleri ve makine \u00f6\u011frenimi algoritmalar\u0131n\u0131n geli\u015ftirilmesinde olduk\u00e7a etkili bir dil haline gelmi\u015ftir.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Bili\u015fim Academy olarak, Python dilini \u00f6\u011frenmek isteyenler i\u00e7in kapsaml\u0131 e\u011fitimler sunuyoruz. Bu e\u011fitimler, temel Python bilgilerini peki\u015ftirmenin yan\u0131 s\u0131ra, veri analizi ve makine \u00f6\u011frenimi uygulamalar\u0131na y\u00f6nelik de derinlemesine bir bak\u0131\u015f a\u00e7\u0131s\u0131 kazand\u0131rmaktad\u0131r.&nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Veri_Bilimi_ve_Makine_Ogrenimine_Giris_Python_ile_Temel_Kavramlar\"><\/span>Veri Bilimi ve Makine \u00d6\u011frenimine Giri\u015f: Python ile Temel Kavramlar <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Veri analiti\u011fi, b\u00fcy\u00fck verinin toplanmas\u0131, analizi ve yorumlanmas\u0131 s\u00fcrecidir. Makine \u00f6\u011frenimi ise bu verilerden \u00f6\u011frenerek algoritmalar geli\u015ftiren bir yapay zeka alt dal\u0131d\u0131r. Python, bu iki alanda en \u00e7ok tercih edilen dildir \u00e7\u00fcnk\u00fc veri i\u015fleme, analiz etme ve model olu\u015fturma s\u00fcre\u00e7lerini h\u0131zland\u0131ran bir ekosistem sunar.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Python ile veri analiti\u011fi \u00f6\u011frenmeye ba\u015flamak i\u00e7in \u00f6nce temel kavramlar\u0131 anlamak \u00f6nemlidir. Pandas, NumPy gibi k\u00fct\u00fcphaneler, veri manip\u00fclasyonu i\u00e7in g\u00fc\u00e7l\u00fc ara\u00e7lar sunarken, Matplotlib ve Seaborn gibi ara\u00e7lar g\u00f6rselle\u015ftirme konusunda yard\u0131mc\u0131 olur. Bili\u015fim Academy olarak, bu temel kavramlar\u0131 hem teorik hem de pratik bir \u015fekilde sunarak kat\u0131l\u0131mc\u0131lara g\u00fc\u00e7l\u00fc bir ba\u015flang\u0131\u00e7 yapmalar\u0131n\u0131 sa\u011fl\u0131yoruz.&nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Python_ile_Veri_Analizi_Yapmak_Pandas_ve_NumPy_Kullanimi\"><\/span>Python ile Veri Analizi Yapmak: Pandas ve NumPy Kullan\u0131m\u0131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Veri analizi, ham verilerden anlaml\u0131 bilgiler \u00e7\u0131karma s\u00fcrecidir. Python\u2019un en g\u00fc\u00e7l\u00fc ara\u00e7lar\u0131ndan biri olan Pandas, veri analizi i\u00e7in tasarlanm\u0131\u015f g\u00fc\u00e7l\u00fc bir k\u00fct\u00fcphanedir. Pandas ile veri setlerinizi h\u0131zl\u0131ca analiz edebilir, veriler \u00fczerinde filtreleme, gruplama ve d\u00f6n\u00fc\u015ft\u00fcrme i\u015flemleri yapabilirsiniz. NumPy ise b\u00fcy\u00fck veri setlerinde say\u0131sal hesaplamalar yapman\u0131za olanak tan\u0131r. Bu k\u00fct\u00fcphaneler, Python ile veri analiti\u011fi \u00f6\u011frenirken ilk ba\u015fvurulacak ara\u00e7lar aras\u0131nda yer al\u0131r.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Bili\u015fim Academy\u2019de Python ile veri bilimi analizi ve bu k\u00fct\u00fcphaneleri kullanma konusunda e\u011fitimler veriyoruz. E\u011fitmenlerimiz, kat\u0131l\u0131mc\u0131lara bu ara\u00e7lar\u0131 kullanarak verileri nas\u0131l daha verimli bir \u015fekilde analiz edebileceklerini ad\u0131m ad\u0131m g\u00f6steriyor.\u00a0\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Makine_Ogrenimi_Algoritmalarina_Python_ile_Derinlemesine_Bir_Bakis\"><\/span>Makine \u00d6\u011frenimi Algoritmalar\u0131na Python ile Derinlemesine Bir Bak\u0131\u015f&nbsp;&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-3-7-1024x576-1.webp\" alt=\"Python ile Veri Bilimi ve Makine \u00d6\u011frenimi E\u011fitimi\" class=\"wp-image-4373\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-3-7-1024x576-1.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-3-7-1024x576-1-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/ba-3-7-1024x576-1-768x432.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Makine \u00f6\u011frenimi, verilerden ba\u011f\u0131ms\u0131z olarak kendi kendine \u00f6\u011frenebilen algoritmalar geli\u015ftirmeyi ama\u00e7lar. Python, makine \u00f6\u011frenimi algoritmalar\u0131n\u0131n uygulanmas\u0131 i\u00e7in olduk\u00e7a g\u00fc\u00e7l\u00fc ara\u00e7lar sunar. Ba\u015fta denetimli \u00f6\u011frenme (supervised learning) ve denetimsiz \u00f6\u011frenme (unsupervised learning) olmak \u00fczere bir\u00e7ok farkl\u0131 algoritmay\u0131 Python ile kolayca uygulayabilirsiniz.&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u00d6rne\u011fin, Scikit-learn, Python\u2019un en yayg\u0131n makine \u00f6\u011frenimi k\u00fct\u00fcphanelerinden biridir. Bu k\u00fct\u00fcphane, s\u0131n\u0131fland\u0131rma, regresyon, k\u00fcmeleme gibi pek \u00e7ok makine \u00f6\u011frenimi algoritmas\u0131n\u0131 i\u00e7ermektedir. Python ile makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 \u00f6\u011frenmek, veriye dayal\u0131 kararlar almay\u0131 sa\u011flayacak modeller geli\u015ftirebilmenize olanak tan\u0131r.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Bili\u015fim Academy\u2019de, Python ile makine \u00f6\u011frenimi hakk\u0131nda derinlemesine bilgi sahibi olabilirsiniz. Hem teorik hem de pratik anlamda makine \u00f6\u011frenimi tekniklerini \u00f6\u011frenmek, kariyerinizde \u00f6nemli bir fark yaratacakt\u0131r.&nbsp;&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Python_ile_Veri_Bilimi_Projeleri_Gercek_Dunya_Uygulamalari_ve_Ornekler\"><\/span>Python ile Veri Bilimi Projeleri: Ger\u00e7ek D\u00fcnya Uygulamalar\u0131 ve \u00d6rnekler <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/Python-1024x576.webp\" alt=\"Python ile Veri Bilimi ve Makine \u00d6\u011frenimi E\u011fitimi\" class=\"wp-image-4374\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/Python-1024x576.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/Python-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/Python-768x432.webp 768w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/Python-1536x864.webp 1536w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2024\/11\/Python.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Python, yaln\u0131zca teorik bilgilerle s\u0131n\u0131rl\u0131 kalmaz, ayn\u0131 zamanda ger\u00e7ek d\u00fcnya projelerinde de s\u0131kl\u0131kla kullan\u0131l\u0131r. Veri bilimi ve makine \u00f6\u011frenimi projeleri, \u00f6\u011frencilere hem teoriyi hem de prati\u011fi \u00f6\u011fretecek \u015fekilde tasarlanm\u0131\u015ft\u0131r. Python ile ger\u00e7ek d\u00fcnyadaki veri setleri \u00fczerinde \u00e7al\u0131\u015farak, \u00f6\u011frencilere sadece algoritmalar\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 de\u011fil, ayn\u0131 zamanda bu bilgilerin nas\u0131l uygulanaca\u011f\u0131na dair pratik tecr\u00fcbe de kazand\u0131r\u0131l\u0131r.&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u00d6rne\u011fin, Bili\u015fim Academy&#8217;deki Python veri bilimi e\u011fitimi s\u0131ras\u0131nda, \u00f6\u011frenciler \u00e7e\u015fitli veri setleri \u00fczerinde analizler yaparak, projelerini tamamlar. Bu projeler, i\u015f d\u00fcnyas\u0131nda kar\u015f\u0131la\u015fabilece\u011finiz problemlere y\u00f6nelik \u00e7\u00f6z\u00fcmler sunarak, \u00f6\u011frencilerin uygulamal\u0131 bilgi edinmelerini sa\u011flar.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Python ile veri bilimi ve makine \u00f6\u011frenimi konusunda e\u011fitim almak, sadece teorik bilgi edinmekle kalmaz, ayn\u0131 zamanda ger\u00e7ek d\u00fcnya projelerine de uygulamal\u0131 olarak yakla\u015fma f\u0131rsat\u0131 sunar. Bili\u015fim Academy olarak, \u00f6\u011frencilerimize sadece teorik dersler de\u011fil, ayn\u0131 zamanda sekt\u00f6rdeki ger\u00e7ek problemleri \u00e7\u00f6zme becerisi kazand\u0131ran projeler sunuyoruz.&nbsp;&nbsp;<\/p>\n\n\n\n<p><a href=\"https:\/\/bilisimacademy.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Bili\u015fim Academy<\/a> olarak sundu\u011fumuz Python ile Veri Bilimi ve Makine \u00d6\u011frenimi E\u011fitimi programlar\u0131 hakk\u0131nda daha fazla bilgi almak veya e\u011fitimlere kat\u0131lmak i\u00e7in bize 0 537 777 61 54 numaral\u0131 telefondan ula\u015fabilirsiniz. <\/p>\n\n\n\n<p>Ayr\u0131ca, sosyal medya hesaplar\u0131m\u0131zdan<a href=\"http:\/\/www.linkedin.com\/company\/bilisimacademy\/\" target=\"_blank\" rel=\"noopener\"> LinkedIn <\/a>ve <a href=\"https:\/\/www.instagram.com\/bilisimacademy\/\" target=\"_blank\" rel=\"noopener\">Instagram<\/a> \u00fczerinden de g\u00fcncel duyurulara ula\u015fabilirsiniz.\u00a0<\/p>\n\n\n\n<p><a href=\"https:\/\/bilisimmedia.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">SEO ve Medya Planlama<\/a> \u00e7\u00f6z\u00fcm orta\u011f\u0131m\u0131z ile hizmetinizdeyiz!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Veri analiti\u011fi ve makine \u00f6\u011frenimi, g\u00fcn\u00fcm\u00fczde teknoloji d\u00fcnyas\u0131n\u0131n en stratejik ve h\u0131zl\u0131 geli\u015fen alanlar\u0131 aras\u0131nda yer al\u0131yor. \u00d6zellikle b\u00fcy\u00fck veri \u00e7a\u011f\u0131nda i\u015fletmelerin rekabet g\u00fcc\u00fcn\u00fc art\u0131rmak, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek ve daha etkili kararlar alabilmek i\u00e7in veri odakl\u0131 \u00e7\u00f6z\u00fcmlere olan ihtiya\u00e7 giderek art\u0131yor. Bu noktada, Python ile veri bilimi uygulamalar\u0131 \u00f6n plana \u00e7\u0131k\u0131yor. Python, a\u00e7\u0131k kaynakl\u0131 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":4371,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3233","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hot-news"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/3233","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/comments?post=3233"}],"version-history":[{"count":2,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/3233\/revisions"}],"predecessor-version":[{"id":4375,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/3233\/revisions\/4375"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/media\/4371"}],"wp:attachment":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/media?parent=3233"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/categories?post=3233"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/tags?post=3233"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}