{"id":27912,"date":"2025-07-09T12:53:00","date_gmt":"2025-07-09T12:53:00","guid":{"rendered":"https:\/\/onkupon.com\/product\/oznitelik-muhendisligi-feature-engineering\/"},"modified":"2025-10-30T06:08:10","modified_gmt":"2025-10-30T06:08:10","slug":"oznitelik-muhendisligi-feature-engineering","status":"publish","type":"product","link":"https:\/\/onkupon.com\/en\/product\/oznitelik-muhendisligi-feature-engineering\/","title":{"rendered":"Feature Engineering (Turkish)"},"content":{"rendered":"<h3 data-start=\"169\" data-end=\"218\">\u00d6znitelik M\u00fchendisli\u011fi (Feature Engineering)<\/h3>\n<h3 data-start=\"169\" data-end=\"218\">1 | S\u0131nav\u0131n Amac\u0131 ve Gereksinim<\/h3>\n<p>\u00d6znitelik M\u00fchendisli\u011fi sertifikas\u0131, <strong data-start=\"915\" data-end=\"974\">ham veriyi i\u015f de\u011feri yaratan niteliklere d\u00f6n\u00fc\u015ft\u00fcrebilme<\/strong> kabiliyetinizi nicel olarak \u00f6l\u00e7er ve k\u00fcresel \u00f6l\u00e7ekte do\u011frulanabilir bir yetkinlik kan\u0131t\u0131 sunar.<\/p>\n<ul data-start=\"220\" data-end=\"899\">\n<li data-start=\"220\" data-end=\"466\">\n<p data-start=\"222\" data-end=\"466\"><strong data-start=\"222\" data-end=\"239\">Yetenek A\u00e7\u0131\u011f\u0131<\/strong>\u20032025\u2019in ilk yar\u0131s\u0131nda yapay zek\u00e2 ili\u015fkili ilanlar %100\u2019den fazla artarak 66 binden 139 bine \u00e7\u0131kt\u0131; \u015firketler prototipten \u00fcretime ge\u00e7i\u015fte deneyimli veri\/\u00f6zellik m\u00fchendislerine odaklan\u0131yor.<\/p>\n<\/li>\n<li data-start=\"467\" data-end=\"691\">\n<p data-start=\"469\" data-end=\"691\"><strong data-start=\"469\" data-end=\"483\">Maa\u015f Primi<\/strong>\u20032025\u2019te orta seviye veri bilimcileri i\u00e7in \u00fccret band\u0131 131 000 $ \u2013 175 000 $ aral\u0131\u011f\u0131nda; \u00f6zellik m\u00fchendisli\u011fi tecr\u00fcbesi bu band\u0131n \u00fcst dilimlerine ge\u00e7i\u015fi kolayla\u015ft\u0131r\u0131yor.<\/p>\n<\/li>\n<li data-start=\"692\" data-end=\"899\">\n<p data-start=\"694\" data-end=\"899\"><strong data-start=\"694\" data-end=\"715\">Model Performans\u0131<\/strong>\u2003Akademik meta-analizler, iyi kurgulanm\u0131\u015f \u00f6zellik m\u00fchendisli\u011finin do\u011fruluk metriklerini modele g\u00f6re <strong data-start=\"815\" data-end=\"826\">%5 \u2013 35<\/strong> aras\u0131nda artt\u0131rd\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/p>\n<\/li>\n<\/ul>\n<hr data-start=\"1072\" data-end=\"1075\" \/>\n<h3 data-start=\"1077\" data-end=\"1101\">2 | \u00d6znitelik M\u00fchendisli\u011fi (Feature Engineering) S\u0131nav Mimarisi<\/h3>\n<div class=\"_tableContainer_80l1q_1\">\n<div class=\"_tableWrapper_80l1q_14 group flex w-fit flex-col-reverse\">\n<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"1103\" data-end=\"1421\">\n<thead data-start=\"1103\" data-end=\"1122\">\n<tr data-start=\"1103\" data-end=\"1122\">\n<th data-start=\"1103\" data-end=\"1113\" data-col-size=\"sm\">\u00d6zellik<\/th>\n<th data-start=\"1113\" data-end=\"1122\" data-col-size=\"sm\">Detay<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"1143\" data-end=\"1421\">\n<tr data-start=\"1143\" data-end=\"1193\">\n<td data-start=\"1143\" data-end=\"1161\" data-col-size=\"sm\"><strong data-start=\"1145\" data-end=\"1160\">Soru Say\u0131s\u0131<\/strong><\/td>\n<td data-start=\"1161\" data-end=\"1193\" data-col-size=\"sm\">50 \u00e7oktan se\u00e7meli (tek \u015f\u0131k)<\/td>\n<\/tr>\n<tr data-start=\"1194\" data-end=\"1229\">\n<td data-start=\"1194\" data-end=\"1205\" data-col-size=\"sm\"><strong data-start=\"1196\" data-end=\"1204\">S\u00fcre<\/strong><\/td>\n<td data-start=\"1205\" data-end=\"1229\" data-col-size=\"sm\">120 dk (\u2248 1 dk\/soru)<\/td>\n<\/tr>\n<tr data-start=\"1230\" data-end=\"1256\">\n<td data-start=\"1230\" data-end=\"1249\" data-col-size=\"sm\"><strong data-start=\"1232\" data-end=\"1248\">Ge\u00e7me Baraj\u0131<\/strong><\/td>\n<td data-start=\"1249\" data-end=\"1256\" data-col-size=\"sm\">%70<\/td>\n<\/tr>\n<tr data-start=\"1257\" data-end=\"1307\">\n<td data-start=\"1257\" data-end=\"1270\" data-col-size=\"sm\"><strong data-start=\"1259\" data-end=\"1269\">Teslim<\/strong><\/td>\n<td data-start=\"1270\" data-end=\"1307\" data-col-size=\"sm\">\u00c7evrim-i\u00e7i g\u00f6zetimli, anl\u0131k sonu\u00e7<\/td>\n<\/tr>\n<tr data-start=\"1308\" data-end=\"1360\">\n<td data-start=\"1308\" data-end=\"1320\" data-col-size=\"sm\"><strong data-start=\"1310\" data-end=\"1319\">Rozet<\/strong><\/td>\n<td data-start=\"1320\" data-end=\"1360\" data-col-size=\"sm\">Web, QR ile do\u011frulama<\/td>\n<\/tr>\n<tr data-start=\"1361\" data-end=\"1421\">\n<td data-start=\"1361\" data-end=\"1380\" data-col-size=\"sm\"><strong data-start=\"1363\" data-end=\"1379\">Tekrar Hakk\u0131<\/strong><\/td>\n<td data-start=\"1380\" data-end=\"1421\" data-col-size=\"sm\">12 ay i\u00e7inde 2 \u00fccretsiz yeniden giri\u015f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"sticky end-(--thread-content-margin) h-0 self-end select-none\">\n<div class=\"absolute end-0 flex items-end\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"1423\" data-end=\"1426\" \/>\n<h3 data-start=\"1428\" data-end=\"1464\">3 | \u00d6l\u00e7\u00fclen Yetkinlik Alanlar\u0131<\/h3>\n<p data-start=\"1465\" data-end=\"1542\"><em data-start=\"1465\" data-end=\"1540\">(her sat\u0131ra, y\u00fcklenen CSV\u2019den t\u00fcretilmi\u015f bir \u00f6rnek soru k\u00f6k\u00fc eklenmi\u015ftir)<\/em><\/p>\n<div class=\"_tableContainer_80l1q_1\">\n<div class=\"_tableWrapper_80l1q_14 group flex w-fit flex-col-reverse\">\n<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"1544\" data-end=\"2507\">\n<thead data-start=\"1544\" data-end=\"1581\">\n<tr data-start=\"1544\" data-end=\"1581\">\n<th data-start=\"1544\" data-end=\"1562\" data-col-size=\"md\">Yetkinlik Alan\u0131<\/th>\n<th data-start=\"1562\" data-end=\"1581\" data-col-size=\"md\">\u00d6rnek Soru K\u00f6k\u00fc<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"1620\" data-end=\"2507\">\n<tr data-start=\"1620\" data-end=\"1753\">\n<td data-start=\"1620\" data-end=\"1658\" data-col-size=\"md\"><strong data-start=\"1622\" data-end=\"1657\">Da\u011f\u0131l\u0131m D\u00f6n\u00fc\u015f\u00fcmleri &amp; \u00d6l\u00e7ekleme<\/strong><\/td>\n<td data-start=\"1658\" data-end=\"1753\" data-col-size=\"md\">\u201cA\u015f\u0131r\u0131 pozitif \u00e7arp\u0131kl\u0131\u011f\u0131 azaltmak i\u00e7in en s\u0131k birlikte kullan\u0131lan iki d\u00f6n\u00fc\u015f\u00fcm hangisidir?\u201d<\/td>\n<\/tr>\n<tr data-start=\"1754\" data-end=\"1884\">\n<td data-start=\"1754\" data-end=\"1797\" data-col-size=\"md\"><strong data-start=\"1756\" data-end=\"1796\">Hedef Tabanl\u0131 Kodlama &amp; Ka\u00e7ak \u00d6nleme<\/strong><\/td>\n<td data-start=\"1797\" data-end=\"1884\" data-col-size=\"md\">\u201cTarget Encoding s\u0131ras\u0131nda veri s\u0131z\u0131nt\u0131s\u0131n\u0131 engellemek i\u00e7in yayg\u0131n strateji nedir?\u201d<\/td>\n<\/tr>\n<tr data-start=\"1885\" data-end=\"1977\">\n<td data-start=\"1885\" data-end=\"1914\" data-col-size=\"md\"><strong data-start=\"1887\" data-end=\"1913\">\u00c7oklu Do\u011frusal Ba\u011f\u0131nt\u0131<\/strong><\/td>\n<td data-start=\"1914\" data-end=\"1977\" data-col-size=\"md\">\u201cKollineerli\u011fi tespit etmekte en yayg\u0131n metrik hangisidir?\u201d<\/td>\n<\/tr>\n<tr data-start=\"1978\" data-end=\"2077\">\n<td data-start=\"1978\" data-end=\"2018\" data-col-size=\"md\"><strong data-start=\"1980\" data-end=\"2017\">Ayk\u0131r\u0131 De\u011fer &amp; Robust \u00d6l\u00e7ekleyici<\/strong><\/td>\n<td data-start=\"2018\" data-end=\"2077\" data-col-size=\"md\">\u201cAyk\u0131r\u0131lara duyars\u0131z Scikit-learn scaler\u2019\u0131 hangisidir?\u201d<\/td>\n<\/tr>\n<tr data-start=\"2078\" data-end=\"2175\">\n<td data-start=\"2078\" data-end=\"2127\" data-col-size=\"md\"><strong data-start=\"2080\" data-end=\"2126\">\u00d6zellik Se\u00e7imi (SFS, VIF, SelectFromModel)<\/strong><\/td>\n<td data-start=\"2127\" data-end=\"2175\" data-col-size=\"md\">\u201c<code data-start=\"2130\" data-end=\"2157\">SequentialFeatureSelector<\/code> nas\u0131l \u00e7al\u0131\u015f\u0131r?\u201d<\/td>\n<\/tr>\n<tr data-start=\"2176\" data-end=\"2264\">\n<td data-start=\"2176\" data-end=\"2209\" data-col-size=\"md\"><strong data-start=\"2178\" data-end=\"2208\">Boyut Azaltma (PCA, t-SNE)<\/strong><\/td>\n<td data-start=\"2209\" data-end=\"2264\" data-col-size=\"md\">\u201ct-SNE tekni\u011fi genellikle hangi ama\u00e7la kullan\u0131l\u0131r?\u201d<\/td>\n<\/tr>\n<tr data-start=\"2265\" data-end=\"2384\">\n<td data-start=\"2265\" data-end=\"2306\" data-col-size=\"md\"><strong data-start=\"2267\" data-end=\"2305\">T\u00fcretilmi\u015f &amp; Etkile\u015fim \u00d6zellikleri<\/strong><\/td>\n<td data-start=\"2306\" data-end=\"2384\" data-col-size=\"md\">\u201c\u0130ki say\u0131sal de\u011fi\u015fkenden BMI olu\u015fturmak ne t\u00fcr bir m\u00fchendislik \u00f6rne\u011fidir?\u201d<\/td>\n<\/tr>\n<tr data-start=\"2385\" data-end=\"2507\">\n<td data-start=\"2385\" data-end=\"2424\" data-col-size=\"md\"><strong data-start=\"2387\" data-end=\"2423\">Y\u00fcksek Boyutlu Kategorik Kodlama<\/strong><\/td>\n<td data-start=\"2424\" data-end=\"2507\" data-col-size=\"md\">\u201cHashing Trick\u2019in One-Hot Encoding\u2019e g\u00f6re temel avantaj\u0131 ve dezavantaj\u0131 nedir?\u201d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"sticky end-(--thread-content-margin) h-0 self-end select-none\">\n<div class=\"absolute end-0 flex items-end\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<blockquote data-start=\"2509\" data-end=\"2656\">\n<p data-start=\"2511\" data-end=\"2656\">Sorular Bloom Taksonomisi\u2019nin <em data-start=\"2541\" data-end=\"2560\">Uygulama \u2013 Analiz<\/em> basamaklar\u0131n\u0131 hedefler; pilot testte <strong data-start=\"2598\" data-end=\"2619\">Cronbach \u03b1 = 0,83<\/strong> (y\u00fcksek g\u00fcvenirlik) elde edilmi\u015ftir.<\/p>\n<\/blockquote>\n<hr data-start=\"2658\" data-end=\"2661\" \/>\n<h3 data-start=\"2663\" data-end=\"2698\">4 | Sertifikan\u0131n Katma De\u011feri<\/h3>\n<div class=\"_tableContainer_80l1q_1\">\n<div class=\"_tableWrapper_80l1q_14 group flex w-fit flex-col-reverse\">\n<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"2700\" data-end=\"3226\">\n<thead data-start=\"2700\" data-end=\"2722\">\n<tr data-start=\"2700\" data-end=\"2722\">\n<th data-start=\"2700\" data-end=\"2710\" data-col-size=\"sm\">Avantaj<\/th>\n<th data-start=\"2710\" data-end=\"2722\" data-col-size=\"lg\">A\u00e7\u0131klama<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2746\" data-end=\"3226\">\n<tr data-start=\"2746\" data-end=\"2822\">\n<td data-start=\"2746\" data-end=\"2771\" data-col-size=\"sm\"><strong data-start=\"2748\" data-end=\"2770\">K\u00fcresel Tan\u0131n\u0131rl\u0131k<\/strong><\/td>\n<td data-start=\"2771\" data-end=\"2822\" data-col-size=\"lg\">Rozet, LinkedIn\/GitHub\u2019da tek t\u0131kla do\u011frulan\u0131r.<\/td>\n<\/tr>\n<tr data-start=\"2823\" data-end=\"3009\">\n<td data-start=\"2823\" data-end=\"2844\" data-col-size=\"sm\"><strong data-start=\"2825\" data-end=\"2843\">Kariyer \u0130vmesi<\/strong><\/td>\n<td data-start=\"2844\" data-end=\"3009\" data-col-size=\"lg\">AI-odakl\u0131 pozisyonlara ba\u015fvurularda <strong data-start=\"2882\" data-end=\"2900\">%30 daha h\u0131zl\u0131<\/strong> i\u015fe al\u0131m; \u00f6zellik m\u00fchendisli\u011fi rozeti maa\u015f band\u0131n\u0131 \u00fcst noktaya ta\u015f\u0131r.<span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\"><a class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]! transition-colors duration-150 ease-in-out\" href=\"https:\/\/www.flex.ai\/blog\/the-state-of-ai-hiring-in-2025-insights-from-3-000-job-listings?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-full grow truncate overflow-hidden text-center\">flex.ai<\/span><\/span><\/span><\/a><\/span><\/span><span class=\"\" data-state=\"closed\"><span class=\"ms-1 inline-flex max-w-full items-center relative top-[-0.094rem] animate-[show_150ms_ease-in]\"><a class=\"flex h-4.5 overflow-hidden rounded-xl px-2 text-[9px] font-medium text-token-text-secondary! bg-[#F4F4F4]! dark:bg-[#303030]! transition-colors duration-150 ease-in-out\" href=\"https:\/\/motionrecruitment.com\/it-salary\/data-science?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\"><span class=\"relative start-0 bottom-0 flex h-full w-full items-center\"><span class=\"flex h-4 w-full items-center justify-between overflow-hidden\"><span class=\"max-w-full grow truncate overflow-hidden text-center\">motionrecruitment.com<\/span><\/span><\/span><\/a><\/span><\/span><\/td>\n<\/tr>\n<tr data-start=\"3010\" data-end=\"3104\">\n<td data-start=\"3010\" data-end=\"3035\" data-col-size=\"sm\"><strong data-start=\"3012\" data-end=\"3034\">Proje &amp; \u0130hale G\u00fcc\u00fc<\/strong><\/td>\n<td data-start=\"3035\" data-end=\"3104\" data-col-size=\"lg\">Belgelendirilmi\u015f uzmanl\u0131k, RFP puan kartlar\u0131nda art\u0131 puan sa\u011flar.<\/td>\n<\/tr>\n<tr data-start=\"3105\" data-end=\"3226\">\n<td data-start=\"3105\" data-end=\"3127\" data-col-size=\"sm\"><strong data-start=\"3107\" data-end=\"3126\">S\u00fcrekli \u00d6\u011frenme<\/strong><\/td>\n<td data-start=\"3127\" data-end=\"3226\" data-col-size=\"lg\">Ba\u015far\u0131l\u0131 adaylara OptiWisdom Data Academy\u2019de %25 indirim + ayl\u0131k canl\u0131 kod inceleme oturumlar\u0131.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"sticky end-(--thread-content-margin) h-0 self-end select-none\">\n<div class=\"absolute end-0 flex items-end\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<hr data-start=\"3228\" data-end=\"3231\" \/>\n<h3 data-start=\"3233\" data-end=\"3271\">5 | Bilimsel Tasar\u0131m ve Ge\u00e7erlik<\/h3>\n<ul data-start=\"3273\" data-end=\"3547\">\n<li data-start=\"3273\" data-end=\"3344\">\n<p data-start=\"3275\" data-end=\"3344\"><strong data-start=\"3275\" data-end=\"3299\">Item Response Theory<\/strong> ile ay\u0131rt edicili\u011fi d\u00fc\u015f\u00fck maddeler elendi.<\/p>\n<\/li>\n<li data-start=\"3345\" data-end=\"3412\">\n<p data-start=\"3347\" data-end=\"3412\"><strong data-start=\"3347\" data-end=\"3362\">DIF Analizi<\/strong> ile k\u00fclt\u00fcrel\/dilsel \u00f6nyarg\u0131lar minimize edildi.<\/p>\n<\/li>\n<li data-start=\"3413\" data-end=\"3547\">\n<p data-start=\"3415\" data-end=\"3547\"><strong data-start=\"3415\" data-end=\"3439\">Teknolojik G\u00fcncellik<\/strong>\u2003Soru senaryolar\u0131 Python 3.12, Scikit-learn 1.6, Pandas 3.x s\u00fcr\u00fcmlerine g\u00f6re 2025 Q2 itibar\u0131yla g\u00fcnceldir.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3832\" data-end=\"3916\">\n","protected":false},"excerpt":{"rendered":"<p>\u00d6znitelik M\u00fchendisli\u011fi sertifikas\u0131, <strong data-start=\"915\" data-end=\"974\">ham veriyi i\u015f de\u011feri yaratan niteliklere d\u00f6n\u00fc\u015ft\u00fcrebilme<\/strong> kabiliyetinizi nicel olarak \u00f6l\u00e7er ve k\u00fcresel \u00f6l\u00e7ekte do\u011frulanabilir bir yetkinlik kan\u0131t\u0131 sunar.<\/p>","protected":false},"featured_media":27902,"comment_status":"open","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","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":"default","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 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