{"id":443,"date":"2022-11-01T16:47:07","date_gmt":"2022-11-01T13:47:07","guid":{"rendered":"https:\/\/legendhomework.com\/tr\/?p=443"},"modified":"2022-11-01T16:47:07","modified_gmt":"2022-11-01T13:47:07","slug":"rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri","status":"publish","type":"post","link":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/","title":{"rendered":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma  \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri"},"content":{"rendered":"<h3 style=\"text-align: center\"><strong><span style=\"color: #ff6600;font-family: 'times new roman', times, serif\">Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri<\/span><\/strong><\/h3>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0&#8217;lar ve 1&#8217;ler dizisidir, biraz aritmetik geli\u015ftirin.<\/span><\/p>\n<p style=\"text-align: justify\"><strong><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r.<\/span><\/strong><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">1. \u0130\u015faretsiz tamsay\u0131lar i\u00e7in e\u015fitlik, art\u0131\u015f, toplama, tamsay\u0131l\u0131 b\u00f6lme, \u00e7arpma, mod\u00fcl, d\u00fczen ve en b\u00fcy\u00fck ortak b\u00f6len i\u00e7in s\u00f6zdizimsel indirgemeler geli\u015ftirin.<\/span><br \/>\n<span style=\"color: #000000;font-family: 'times new roman', times, serif\">2. \u0130\u015faretli tam say\u0131lar\u0131n e\u015fitli\u011fi, art\u0131rma, toplama, \u00e7\u0131karma, mod\u00fcl ve s\u0131ra i\u00e7in s\u00f6zdizimsel indirgemeler geli\u015ftirin.<\/span><br \/>\n<span style=\"color: #000000;font-family: 'times new roman', times, serif\">3. Rasyonellerde b\u00f6l\u00fcnme i\u00e7in s\u00f6zdizimsel indirgemeler geli\u015ftirin<\/span><br \/>\n<span style=\"color: #000000;font-family: 'times new roman', times, serif\">4. Karma\u015f\u0131k rasyonel aritmetik geli\u015ftirin.<\/span><br \/>\n<span style=\"color: #000000;font-family: 'times new roman', times, serif\">5. Baz\u0131 insanlar kuantum bilgisayarlar\u0131n indirgeme s\u0131n\u0131rlamalar\u0131ndan ka\u00e7\u0131nabilece\u011fini s\u00f6yl\u00fcyor.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Bu al\u0131\u015ft\u0131rma ile birlikte bir dizi indirgeme verilen ifadeleri azaltmak i\u00e7in basit bir program\u0131n yaz\u0131lmas\u0131 \u00f6nerilir. Alt dize i\u00e7in kaba kuvvet aramas\u0131 ve ikame s\u0131ras\u0131nda t\u00fcm dizeyi kopyalamak (\u00f6rne\u011fin C&#8217;de sprintf kullanmak) muhtemelen yeterlidir, ancak kullan\u0131labilecek \u00e7ok daha karma\u015f\u0131k algoritmalar vard\u0131r.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Bir yap\u0131n\u0131n bir par\u00e7as\u0131n\u0131 di\u011feriyle de\u011fi\u015ftirmenin temel konsepti, dijital hesaplamada bir yan konu de\u011fil, ger\u00e7ekten ana temad\u0131r.<\/span><br \/>\n<span style=\"color: #000000;font-family: 'times new roman', times, serif\">Makro diller (makroskopik ikamenin k\u0131saltmas\u0131) esasen yukar\u0131daki yakla\u015f\u0131m t\u00fcr\u00fcn\u00fc kullan\u0131r.<\/span><\/p>\n<h3 style=\"text-align: center\"><strong><span style=\"color: #ff6600;font-family: 'times new roman', times, serif\">Denklemleri \u00c7\u00f6zme<\/span><\/strong><\/h3>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Resmi bir belirtimden teknik programlama, bilinmeyen kod sembollerinde bir denklemin \u00e7\u00f6z\u00fcm\u00fc olan kodu bulmak anlam\u0131na gelir. Belirtim, kodun kar\u015f\u0131lamas\u0131 gereken denklemdir. Bir denklemi \u00e7\u00f6zme kavram\u0131 \u00e7ok geni\u015f bir ba\u011flamda ge\u00e7erlidir. Hesaplaman\u0131n kendisi bi\u00e7imsel denklemlerin tekrarlanan \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Koddaki k\u0131s\u0131tlama, sabit ve de\u011fi\u015fken sembollerdeki bir ifadedir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">\u00c7\u00f6zmek, de\u011fi\u015fkenler i\u00e7in ikame edildi\u011finde ger\u00e7ek bir e\u015fitlik \u00fcreten de\u011ferleri bulmakt\u0131r. Tipik olarak, a + b = 12&#8217;de de\u011fi\u015fkenler {a, b}&#8217;dir ve sabitler + (bilinen bir ikili fonksiyon) ve 12&#8217;dir. = sembol\u00fc metalojiktir. 9 ,10,11 a + b = 12&#8217;yi \u00e7\u00f6zmek i\u00e7in a ve b de\u011ferlerini bulun. a+b = 12&#8217;ye etki eden {a \u2192 4,b \u2192 8} ikamesi 4+8 = 12&#8217;yi verir ki bu do\u011frudur.\u00a0<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Genel bir \u00e7\u00f6z\u00fcm, genellikle baz\u0131 serbest de\u011fi\u015fkenler \u00fczerinde ifadeler cinsinden ifade edilen t\u00fcm \u00e7\u00f6z\u00fcmlerin bir a\u00e7\u0131klamas\u0131d\u0131r. Yukar\u0131daki durumda, bu {a \u2192 t, b \u2192 12 \u2212 t} olabilir, burada t tam, ger\u00e7ek veya karma\u015f\u0131k say\u0131lar olabilen say\u0131sal bir k\u00fcmeden de\u011ferler alan bir de\u011fi\u015fkendir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">{a+b = 12,a\u2212b+c = 10} gibi \u00e7oklu denklemleri \u00e7\u00f6zmek benzer bir s\u00fcre\u00e7tir, ikame edildi\u011finde ger\u00e7ek denklemlerin bir koleksiyonunu veren t\u00fcm de\u011fi\u015fkenler i\u00e7in de\u011ferler arar\u0131z. Bu durumda, \u00f6zel bir \u00e7\u00f6z\u00fcm {a \u2192 3,b \u2192 9,c \u2192 16} ve genel bir \u00e7\u00f6z\u00fcm {a \u2192 t,b \u2192 12\u2212t,c \u2192 22\u22122t}&#8217;dir, burada t serbesttir parametre. Daha genel olarak, birden fazla parametre olabilir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Terimleri bir tarafta toplamak {a+b\u221212 = 0,a\u2212b+c\u221210 = 0} \u00fcretir. \u00c7\u00f6z\u00fcm, {a + b \u2212 12,a \u2212 b + c \u2212 10,0} i\u00e7indeki t\u00fcm ifadelerin e\u015fit olaca\u011f\u0131 \u015fekilde a ve b de\u011ferlerini bulmaya e\u015fde\u011ferdir. \u0130kamenin ifadeleri birle\u015ftirdi\u011fi s\u00f6ylenir. Aritmetik olmadan bile, herhangi bir e\u015fitlik k\u00fcmesi, demetler olu\u015fturarak birle\u015ftirme olarak ifade edilebilir. \u00d6rne\u011fin, orijinal denklemleri \u00e7\u00f6zmek i\u00e7in {(a+b,a\u2212b+c),(12,10)} k\u00fcmesini birle\u015ftirin.<\/span><\/p>\n<hr \/>\n<p style=\"text-align: center\"><span style=\"color: #ff99cc\"><a href=\"https:\/\/legendhomework.com\/tr\/\" target=\"_blank\" rel=\"noopener\">Ak\u0131\u015f<\/a> diyagram\u0131<\/span><br \/>\n<span style=\"color: #ff99cc\">C de\u011fi\u015fkenler<\/span><br \/>\n<span style=\"color: #ff99cc\">Algoritma \u00d6rnekleri<\/span><br \/>\n<span style=\"color: #ff99cc\">Ak\u0131\u015f Diyagram\u0131 \u00d6rnekleri<\/span><br \/>\n<span style=\"color: #ff99cc\">Ak\u0131\u015f Diyagram\u0131 Sembolleri<\/span><br \/>\n<span style=\"color: #ff99cc\">Algoritma Sorular\u0131<\/span><br \/>\n<span style=\"color: #ff99cc\">Algoritma ve ak\u0131\u015f \u015femas\u0131<\/span><br \/>\n<span style=\"color: #ff99cc\">Algoritma ve PROGRAMLAMA PDF<\/span><\/p>\n<hr \/>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">C&#8217;de int f(int x, int y){&#8230;} fonksiyonunu tan\u0131mlar\u0131z. a=f(23,45) i\u00e7inde f \u00e7a\u011fr\u0131l\u0131rken, {f (23, 45), f (x, y)} k\u00fcmesi, f&#8217;nin g\u00f6vdesinde yerel de\u011fi\u015fkenler olarak al\u0131nan x ve y de\u011ferlerini belirlemek i\u00e7in birle\u015ftirilir. Genellikle s\u00f6zdizimsel \u00e7\u00f6z\u00fcm {x \u2192 23, y \u2192 45} kullan\u0131l\u0131r. Ama f(x,y) = f(y,x) oldu\u011funu bilirsek, ikinci bir \u00e7\u00f6z\u00fcm, {x = 45,y = 23} elde edilir. Bu, aksiyomlarla birle\u015ftirmedir. Aksiyomlarla birle\u015ftirme, denklemlerin \u00e7\u00f6z\u00fcm\u00fcn\u00fcn genel kavram\u0131d\u0131r.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">De\u011fi\u015fmeli f i\u00e7in, optimize edici bir derleyici, boyut veya h\u0131z nedenleriyle ikinci \u00e7\u00f6z\u00fcm\u00fc kullanabilir. S\u00f6zdizimsel (veya bo\u015f aksiyom k\u00fcmesi) \u00e7\u00f6z\u00fcm\u00fcn, f&#8217;nin do\u011fas\u0131ndan ba\u011f\u0131ms\u0131z olarak \u00e7al\u0131\u015fmas\u0131 gibi \u00f6nemli bir \u00f6zelli\u011fi vard\u0131r, di\u011fer \u00e7\u00f6z\u00fcmler ise daha fazla bilgi gerektirir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Hesaplama, denklemlerin \u00e7\u00f6z\u00fcm s\u00fcrecidir. Birle\u015ftirme ile bulunan s\u00f6zdizimsel \u00e7\u00f6z\u00fcmler, sembollerin anlam\u0131ndan ba\u011f\u0131ms\u0131z olarak var olur. \u0130fadeleri e\u015fitleyen de\u011fi\u015fkenler i\u00e7in de\u011ferler belirliyoruz.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">De\u011feri keyfi olan serbest parametrelerle genel bir \u00e7\u00f6z\u00fcm bulunabilir. Tam \u00e7\u00f6z\u00fcm k\u00fcmesi, sabitlerin do\u011fas\u0131na ba\u011fl\u0131d\u0131r. Ancak, daha az aksiyomlu bir \u00e7\u00f6z\u00fcm, ayn\u0131 zamanda orijinal i\u00e7in bir \u00e7\u00f6z\u00fcmd\u00fcr. Hi\u00e7bir aksiyoma ba\u011fl\u0131 olmayan \u00e7\u00f6z\u00fcmler, ifadeleri s\u00f6zdizimsel olarak \u00f6zde\u015f hale getirerek \u00e7al\u0131\u015f\u0131r. Bu resmi bir \u00e7\u00f6z\u00fcm olarak bilinir.<\/span><\/p>\n<h3 style=\"text-align: center\"><strong><span style=\"color: #ff6600;font-family: 'times new roman', times, serif\">\u0130fadelerin E\u015fitli\u011fi<\/span><\/strong><\/h3>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">1,935 ve 51,837 numaral\u0131 iki arap13 rakam\u0131na bakt\u0131\u011f\u0131m\u0131zda, bunlar\u0131n ayn\u0131 say\u0131y\u0131 temsil edip etmediklerini h\u0131zla fark ederiz. Bu s\u00fcre\u00e7 genellikle daha fazla a\u00e7\u0131klama gerektirmeyecek kadar do\u011fal g\u00f6r\u00fcl\u00fcr. Ancak CCCCC ve CCCCLXXXXVIII gibi iki romen rakam\u0131n\u0131n e\u015fitli\u011fi soruldu\u011funda durum o kadar a\u00e7\u0131k de\u011fildir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Yine de, IIII = V, VV = X, XXXXX = L, LL = C hesaplamas\u0131yla, bu durumda bunlar\u0131n e\u015fit oldu\u011funu bulabiliriz. Arap\u00e7a \u00f6rne\u011fine d\u00f6nersek bir hesaplama oldu\u011funu g\u00f6r\u00fcyoruz. Birinin her sembol\u00fc, hepsinin e\u015fit olup olmad\u0131\u011f\u0131n\u0131 g\u00f6rmek i\u00e7in di\u011ferine kar\u015f\u0131 kontrol edilir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Arap rakamlar\u0131n\u0131n \u015fekli kanoniktir. \u0130ki say\u0131n\u0131n sembol-sembol e\u015fitlik testi, say\u0131lar\u0131n e\u015fitli\u011fi i\u00e7in do\u011fru bir testtir. Bunun nedeni, arap rakamlar\u0131n\u0131n normalize edildi\u011finde \u0131srar etmemizdir, &#8216;leventy&#8217; leven 121&#8217;dir, ancak normalde bir aritmetik s\u0131nav\u0131nda y\u00fcksek puan almaz.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Normalde normalle\u015ftirilmemi\u015f romen rakamlar\u0131n\u0131 kabul ediyoruz, bu y\u00fczden daha fazla \u00e7al\u0131\u015fmam\u0131z gerekiyor. Ancak bir romen rakam\u0131nda daha y\u00fcksek de\u011ferli bir sembolle de\u011fi\u015ftirilebilecek herhangi bir sembol\u00fcn olmas\u0131 gerekti\u011finde ve daha b\u00fcy\u00fck de\u011ferli sembollerin sola yerle\u015ftirilmesinde \u0131srar edersek, o zaman roma rakamlar\u0131 i\u00e7in kanonik bir form kullan\u0131yoruz ve sembol-sembol kontrol \u00e7al\u0131\u015f\u0131r.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Genel olarak iki grubun e\u015fitli\u011fi, bile\u015fen bile\u015fendir. Bir set daha zahmetli. Bir k\u00fcme yazd\u0131\u011f\u0131m\u0131z zaman bir emir veriyoruz, sayfada {a,b} {b,a} dan ayr\u0131d\u0131r ve bu konuda yapabilece\u011fimiz bir \u015fey yok. O halde s\u0131ran\u0131n hi\u00e7bir fark yaratmad\u0131\u011f\u0131n\u0131 \u00f6\u011frenmeliyiz. K\u00fcmelerin e\u015fitli\u011fini kan\u0131tlamak olduk\u00e7a zor olabilir.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"color: #000000;font-family: 'times new roman', times, serif\">Rasyonel say\u0131lara gelince, bunlar ne zaman e\u015fittir? 4\/6 ile 2\/3 ayn\u0131 \u015fey midir? a\/b ve c\/d&#8217;nin e\u015fitli\u011fi i\u00e7in genel test ad = bc&#8217;dir. Ancak rasyonel say\u0131lar\u0131n kanonik bir bi\u00e7imi vard\u0131r, ortak \u00e7arpanlar\u0131 yoktur. Herhangi bir ortak \u00e7arpan\u0131 b\u00f6lerek belirleyebiliriz: 4\/6, 2\/3 olur, bu da sembol-sembol 2\/3&#8217;e e\u015fittir.<\/span><\/p>\n<hr \/>\n<p style=\"text-align: center\"><strong><span style=\"color: #ff99cc\">&#8220;<a href=\"https:\/\/legendhomework.com\/tr\/\" target=\"_blank\" rel=\"noopener\">legendhomework<\/a>&#8220;<span style=\"text-decoration: underline\"> Ak\u0131\u015f diyagram\u0131,C de\u011fi\u015fkenler,Algoritma \u00d6rnekleri,Ak\u0131\u015f Diyagram\u0131 \u00d6rnekleri,Ak\u0131\u015f Diyagram\u0131 Sembolleri,Algoritma Sorular\u0131,Algoritma ve ak\u0131\u015f \u015femas\u0131,Algoritma ve PROGRAMLAMA PDF<\/span> alanlar\u0131nda hizmet vermektedir.<\/span><\/strong><\/p>\n<hr \/>\n<p style=\"text-align: center\">\n<noscript class=\"ninja-forms-noscript-message\">\n\tBildirim: Bu i\u00e7erik i\u00e7in bir JavaScript gereklidir.<\/noscript>\n<div id=\"nf-form-2-cont\" class=\"nf-form-cont\" aria-live=\"polite\" aria-labelledby=\"nf-form-title-2\" aria-describedby=\"nf-form-errors-2\" role=\"form\">\n\n    <div class=\"nf-loading-spinner\"><\/div>\n\n<\/div>\n        <!-- That data is being printed as a workaround to page builders reordering the order of the scripts loaded-->\n        <script>var formDisplay=1;var nfForms=nfForms||[];var form=[];form.id='2';form.settings={\"objectType\":\"Form Setting\",\"editActive\":true,\"title\":\"\\u0130leti\\u015fim Formu\",\"created_at\":\"2019-01-19 19:10:35\",\"form_title\":\"\\u0130leti\\u015fim Formu\",\"default_label_pos\":\"above\",\"show_title\":\"0\",\"clear_complete\":\"1\",\"hide_complete\":\"1\",\"logged_in\":\"0\",\"key\":\"\",\"conditions\":[],\"wrapper_class\":\"\",\"element_class\":\"\",\"add_submit\":\"1\",\"not_logged_in_msg\":\"\",\"sub_limit_number\":\"\",\"sub_limit_msg\":\"\",\"calculations\":[],\"formContentData\":[\"html_1547918134689\",\"firstname_1547918195570\",\"email_1547918220313\",\"phone_1547918223708\",\"almak_istediginiz_hizmet_1547920882574\",\"okudugunuz_bolum_ve_dersin_adi_1547921398265\",\"icerigin_konusu_ve_seviyesi_lisans_master_doktora_1560405678534\",\"kac_sayfa_veya_kelime_olacak_1547921415141\",\"hangi_dilde_olacak_1547918734875\",\"kac_kaynak_kullanilmali_1547918961529\",\"hangi_programlar_kullanilacak_1547919336026\",\"ne_zamana_yetisecek_1547918974338\",\"anlatmak_istedikleriniz_1547919316924\",\"intihal_raporu_istiyor_musunuz_standart_olarak_20_altinda_hazirlanacaktir_1666967695165\",\"odeme_yapacaginiz_banka_1547920854983\",\"submit_1547918308744\"],\"container_styles_background-color\":\"\",\"container_styles_border\":\"\",\"container_styles_border-style\":\"\",\"container_styles_border-color\":\"\",\"container_styles_color\":\"\",\"container_styles_height\":\"\",\"container_styles_width\":\"\",\"container_styles_font-size\":\"\",\"container_styles_margin\":\"\",\"container_styles_padding\":\"\",\"container_styles_display\":\"\",\"container_styles_float\":\"\",\"container_styles_show_advanced_css\":\"0\",\"container_styles_advanced\":\"\",\"title_styles_background-color\":\"\",\"title_styles_border\":\"\",\"title_styles_border-style\":\"\",\"title_styles_border-color\":\"\",\"title_styles_color\":\"\",\"title_styles_height\":\"\",\"title_styles_width\":\"\",\"title_styles_font-size\":\"\",\"title_styles_margin\":\"\",\"title_styles_padding\":\"\",\"title_styles_display\":\"\",\"title_styles_float\":\"\",\"title_styles_show_advanced_css\":\"0\",\"title_styles_advanced\":\"\",\"row_styles_background-color\":\"\",\"row_styles_border\":\"\",\"row_styles_border-style\":\"\",\"row_styles_border-color\":\"\",\"row_styles_color\":\"\",\"row_styles_height\":\"\",\"row_styles_width\":\"\",\"row_styles_font-size\":\"\",\"row_styles_margin\":\"\",\"row_styles_padding\":\"\",\"row_styles_display\":\"\",\"row_styles_show_advanced_css\":\"0\",\"row_styles_advanced\":\"\",\"row-odd_styles_background-color\":\"\",\"row-odd_styles_border\":\"\",\"row-odd_styles_border-style\":\"\",\"row-odd_styles_border-color\":\"\",\"row-odd_styles_color\":\"\",\"row-odd_styles_height\":\"\",\"row-odd_styles_width\":\"\",\"row-odd_styles_font-size\":\"\",\"row-odd_styles_margin\":\"\",\"row-odd_styles_padding\":\"\",\"row-odd_styles_display\":\"\",\"row-odd_styles_show_advanced_css\":\"0\",\"row-odd_styles_advanced\":\"\",\"success-msg_styles_background-color\":\"\",\"success-msg_styles_border\":\"\",\"success-msg_styles_border-style\":\"\",\"success-msg_styles_border-color\":\"\",\"success-msg_styles_color\":\"\",\"success-msg_styles_height\":\"\",\"success-msg_styles_width\":\"\",\"success-msg_styles_font-size\":\"\",\"success-msg_styles_margin\":\"\",\"success-msg_styles_padding\":\"\",\"success-msg_styles_display\":\"\",\"success-msg_styles_show_advanced_css\":\"0\",\"success-msg_styles_advanced\":\"\",\"error_msg_styles_background-color\":\"\",\"error_msg_styles_border\":\"\",\"error_msg_styles_border-style\":\"\",\"error_msg_styles_border-color\":\"\",\"error_msg_styles_color\":\"\",\"error_msg_styles_height\":\"\",\"error_msg_styles_width\":\"\",\"error_msg_styles_font-size\":\"\",\"error_msg_styles_margin\":\"\",\"error_msg_styles_padding\":\"\",\"error_msg_styles_display\":\"\",\"error_msg_styles_show_advanced_css\":\"0\",\"error_msg_styles_advanced\":\"\",\"currency\":\"\",\"unique_field_error\":\"A form with this value has already been submitted.\",\"changeEmailErrorMsg\":\"L\\u00fctfen ge\\u00e7erli bir e-posta adresi girin!\",\"changeDateErrorMsg\":\"Please enter a valid date!\",\"confirmFieldErrorMsg\":\"Bu alanlar e\\u015fle\\u015fmelidir!\",\"fieldNumberNumMinError\":\"Minimum Say\\u0131 Hatas\\u0131\",\"fieldNumberNumMaxError\":\"Maksimum Say\\u0131 Hatas\\u0131\",\"fieldNumberIncrementBy\":\"L\\u00fctfen \\u015funa g\\u00f6re art\\u0131r\\u0131n: \",\"formErrorsCorrectErrors\":\"L\\u00fctfen bu formu g\\u00f6ndermeden \\u00f6nce hatalar\\u0131 d\\u00fczeltin.\",\"validateRequiredField\":\"Bu zorunlu bir aland\\u0131r.\",\"honeypotHoneypotError\":\"Honeypot Hatas\\u0131\",\"fieldsMarkedRequired\":\"<span class=\\\"ninja-forms-req-symbol\\\">*<\\\/span> i\\u015fareti olan alanlar zorunludur\",\"drawerDisabled\":false,\"repeatable_fieldsets\":\"\",\"allow_public_link\":0,\"embed_form\":\"\",\"ninjaForms\":\"Ninja Forms\",\"fieldTextareaRTEInsertLink\":\"Ba\\u011flant\\u0131 Yerle\\u015ftir\",\"fieldTextareaRTEInsertMedia\":\"Medya Yerle\\u015ftir\",\"fieldTextareaRTESelectAFile\":\"Dosya se\\u00e7in\",\"formHoneypot\":\"Bir insan olarak bu alan\\u0131 g\\u00f6rebiliyorsan\\u0131z, l\\u00fctfen bo\\u015f b\\u0131rak\\u0131n.\",\"fileUploadOldCodeFileUploadInProgress\":\"Dosya Y\\u00fckleme \\u0130\\u015flemi Devam Ediyor.\",\"fileUploadOldCodeFileUpload\":\"DOSYA Y\\u00dcKLEME\",\"currencySymbol\":false,\"thousands_sep\":\".\",\"decimal_point\":\",\",\"siteLocale\":\"tr_TR\",\"dateFormat\":\"m\\\/d\\\/Y\",\"startOfWeek\":\"1\",\"of\":\"\\\/\",\"previousMonth\":\"Previous Month\",\"nextMonth\":\"Next Month\",\"months\":[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],\"monthsShort\":[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"],\"weekdays\":[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],\"weekdaysShort\":[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],\"weekdaysMin\":[\"Su\",\"Mo\",\"Tu\",\"We\",\"Th\",\"Fr\",\"Sa\"],\"recaptchaConsentMissing\":\"reCaptcha validation couldn&#039;t load.\",\"recaptchaMissingCookie\":\"reCaptcha v3 validation couldn&#039;t load the cookie needed to submit the form.\",\"recaptchaConsentEvent\":\"Accept reCaptcha cookies before sending the form.\",\"currency_symbol\":\"\",\"beforeForm\":\"\",\"beforeFields\":\"\",\"afterFields\":\"\",\"afterForm\":\"\"};form.fields=[{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":1,\"idAttribute\":\"id\",\"label\":\"HTML\",\"type\":\"html\",\"default\":\"<p style=\\\"text-align: center;\\\"><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">Talep Formu<\\\/span><\\\/span><\\\/span><\\\/p><p style=\\\"text-align: center;\\\"><span id=\\\"nf-drawer-content\\\"><span class=\\\"nf-setting-groups\\\"><span class=\\\"nf-field-settings\\\"><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">\\u0130\\u015fleriniz Ankara'da Billgatesweb \\u015firketi garantisiyle yap\\u0131lmaktad\\u0131r.<\\\/span><\\\/span><\\\/span><\\\/span><\\\/span><\\\/span><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\"><br><\\\/span><\\\/span><\\\/span><\\\/p>\\n<p style=\\\"text-align: center;\\\"><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">0312 276 75 93 (<\\\/span><\\\/span><\\\/span><strong><span style=\\\"color: #000000;\\\">Telefonlara cevap vermiyoruz. Mail kanallar\\u0131n\\u0131 kullanabilirsiniz.<\\\/span><\\\/strong><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">)<br><\\\/span><\\\/span><\\\/span><\\\/p>\\n<p><\\\/p>\\n<div style=\\\"text-align: center;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">+ 90 542&nbsp;<\\\/span><\\\/span><font color=\\\"#0000ff\\\"><b>371 29 52<\\\/b><\\\/font><span style=\\\"font-weight: 600;\\\">&nbsp;(<\\\/span><strong><span style=\\\"color: #800080;\\\"><span style=\\\"color: #0000ff;\\\">Sadece mailde ciddi g\\u00f6rd\\u00fc\\u011f\\u00fcm\\u00fcz ki\\u015filerle payla\\u015f\\u0131yoruz.<\\\/span><\\\/span><\\\/strong><span style=\\\"font-weight: 600;\\\">)<\\\/span><\\\/div>\\n<div style=\\\"text-align: center;\\\"><br><\\\/div>\\n<div style=\\\"text-align: center;\\\"><strong><span style=\\\"color: #000000;\\\">akademikodevcim@gmail.com<\\\/span><\\\/strong><span style=\\\"font-weight: 600;\\\"><span <span=\\\"\\\">&nbsp;(Belgelerinizi Buraya G\\u00f6nderin)<\\\/span><\\\/span><\\\/div>\\n<p><span style=\\\"font-weight: 600;\\\"><\\\/span><\\\/p>\\n<p style=\\\"font-size: 16px; line-height: 1.5; margin: 1em 0px; box-sizing: border-box; text-align: center;\\\"><span style=\\\"box-sizing: border-box; color: rgb(0, 0, 255);\\\"><strong style=\\\"font-weight: 600; box-sizing: border-box;\\\">A\\u015fa\\u011f\\u0131daki formu doldurup, an\\u0131nda fiyat teklifinizi al\\u0131n.<\\\/strong><\\\/span><\\\/p>\",\"container_class\":\"\",\"element_class\":\"\",\"key\":\"html_1547918134689\",\"drawerDisabled\":false,\"field_label\":\"HTML\",\"field_key\":\"html_1547918134689\",\"id\":5,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"<p style=\\\"text-align: center;\\\"><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">Talep Formu<\\\/span><\\\/span><\\\/span><\\\/p><p style=\\\"text-align: center;\\\"><span id=\\\"nf-drawer-content\\\"><span class=\\\"nf-setting-groups\\\"><span class=\\\"nf-field-settings\\\"><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">\\u0130\\u015fleriniz Ankara'da Billgatesweb \\u015firketi garantisiyle yap\\u0131lmaktad\\u0131r.<\\\/span><\\\/span><\\\/span><\\\/span><\\\/span><\\\/span><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\"><br><\\\/span><\\\/span><\\\/span><\\\/p>\\n<p style=\\\"text-align: center;\\\"><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">0312 276 75 93 (<\\\/span><\\\/span><\\\/span><strong><span style=\\\"color: #000000;\\\">Telefonlara cevap vermiyoruz. Mail kanallar\\u0131n\\u0131 kullanabilirsiniz.<\\\/span><\\\/strong><span style=\\\"color: rgb(255, 102, 0); font-size: 18pt;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">)<br><\\\/span><\\\/span><\\\/span><\\\/p>\\n<p><\\\/p>\\n<div style=\\\"text-align: center;\\\"><span style=\\\"font-weight: 600;\\\"><span style=\\\"color: rgb(0, 0, 255);\\\">+ 90 542&nbsp;<\\\/span><\\\/span><font color=\\\"#0000ff\\\"><b>371 29 52<\\\/b><\\\/font><span style=\\\"font-weight: 600;\\\">&nbsp;(<\\\/span><strong><span style=\\\"color: #800080;\\\"><span style=\\\"color: #0000ff;\\\">Sadece mailde ciddi g\\u00f6rd\\u00fc\\u011f\\u00fcm\\u00fcz ki\\u015filerle payla\\u015f\\u0131yoruz.<\\\/span><\\\/span><\\\/strong><span style=\\\"font-weight: 600;\\\">)<\\\/span><\\\/div>\\n<div style=\\\"text-align: center;\\\"><br><\\\/div>\\n<div style=\\\"text-align: center;\\\"><strong><span style=\\\"color: #000000;\\\">akademikodevcim@gmail.com<\\\/span><\\\/strong><span style=\\\"font-weight: 600;\\\"><span <span=\\\"\\\">&nbsp;(Belgelerinizi Buraya G\\u00f6nderin)<\\\/span><\\\/span><\\\/div>\\n<p><span style=\\\"font-weight: 600;\\\"><\\\/span><\\\/p>\\n<p style=\\\"font-size: 16px; line-height: 1.5; margin: 1em 0px; box-sizing: border-box; text-align: center;\\\"><span style=\\\"box-sizing: border-box; color: rgb(0, 0, 255);\\\"><strong style=\\\"font-weight: 600; box-sizing: border-box;\\\">A\\u015fa\\u011f\\u0131daki formu doldurup, an\\u0131nda fiyat teklifinizi al\\u0131n.<\\\/strong><\\\/span><\\\/p>\",\"label_pos\":\"above\",\"parentType\":\"html\",\"element_templates\":[\"html\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":2,\"idAttribute\":\"id\",\"label\":\"Ad\\u0131n\\u0131z\",\"type\":\"firstname\",\"key\":\"firstname_1547918195570\",\"label_pos\":\"above\",\"required\":1,\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Ad\\u0131n\\u0131z\",\"field_key\":\"firstname_1547918195570\",\"value\":\"\",\"id\":6,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":3,\"idAttribute\":\"id\",\"label\":\"E-Posta\",\"type\":\"email\",\"key\":\"email_1547918220313\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"email\",\"personally_identifiable\":1,\"field_label\":\"E-Posta\",\"field_key\":\"email_1547918220313\",\"value\":\"\",\"drawerDisabled\":\"\",\"id\":7,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"email\",\"element_templates\":[\"email\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":4,\"idAttribute\":\"id\",\"label\":\"Telefon\",\"type\":\"phone\",\"key\":\"phone_1547918223708\",\"label_pos\":\"above\",\"required\":1,\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"input_limit\":\"\",\"input_limit_type\":\"characters\",\"input_limit_msg\":\"Kalan karakterler\",\"manual_key\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"mask\":\"\",\"custom_mask\":\"\",\"custom_name_attribute\":\"phone\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Telefon\",\"field_key\":\"phone_1547918223708\",\"value\":\"\",\"id\":8,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"textbox\",\"element_templates\":[\"tel\",\"textbox\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":5,\"idAttribute\":\"id\",\"label\":\"Almak \\u0130stedi\\u011finiz Hizmet\",\"type\":\"listcheckbox\",\"key\":\"almak_istediginiz_hizmet_1547920882574\",\"label_pos\":\"left\",\"required\":1,\"options\":[{\"errors\":[],\"max_options\":0,\"label\":\"\\u00d6dev Yapt\\u0131rma\",\"value\":\"dev\",\"calc\":\"\",\"selected\":1,\"order\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}},\"manual_value\":true},{\"errors\":[],\"max_options\":0,\"label\":\"Proje Yapt\\u0131rma\",\"value\":\"Proje\",\"calc\":\"\",\"selected\":0,\"order\":1,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}},\"manual_value\":true},{\"errors\":[],\"max_options\":0,\"order\":2,\"new\":false,\"options\":[],\"label\":\"Makale Yapt\\u0131rma\",\"value\":\"makale-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":3,\"new\":false,\"options\":[],\"label\":\"Essay Yapt\\u0131rma\",\"value\":\"essay-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"label\":\"Tez Yapt\\u0131rma\",\"value\":\"Tez\",\"calc\":\"\",\"selected\":0,\"order\":4,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}},\"manual_value\":true},{\"errors\":[],\"max_options\":0,\"order\":5,\"new\":false,\"options\":[],\"label\":\"Sunum Yapt\\u0131rma\",\"value\":\"sunum-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":6,\"new\":false,\"options\":[],\"label\":\"Rapor Yapt\\u0131rma\",\"value\":\"rapor-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":7,\"new\":false,\"options\":[],\"label\":\"Matlab \\u00d6dev Yapt\\u0131rma\",\"value\":\"matlab-odev-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":8,\"new\":false,\"options\":[],\"label\":\"Phyton \\u00d6dev Yapt\\u0131rma\",\"value\":\"phyton-odev-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":9,\"new\":false,\"options\":[],\"label\":\"\\u00d6neri Formu Haz\\u0131rlatma\",\"value\":\"oneri-formu-hazirlatma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":10,\"new\":false,\"options\":[],\"label\":\"\\u0130ntihal D\\u00fc\\u015f\\u00fcrme\",\"value\":\"intihal-dusurme\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":11,\"new\":false,\"options\":[],\"label\":\"Terc\\u00fcme Yapt\\u0131rma\",\"value\":\"tercume-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":12,\"new\":false,\"options\":[],\"label\":\"Seo Uyumlu Makale Yapt\\u0131rma\",\"value\":\"seo-uyumlu-makale-yaptirma\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"order\":13,\"new\":false,\"options\":[],\"label\":\"Di\\u011fer\",\"value\":\"1\",\"calc\":\"\",\"selected\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}},\"manual_value\":true}],\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"drawerDisabled\":false,\"field_label\":\"Almak \\u0130stedi\\u011finiz Hizmet\",\"field_key\":\"almak_istediginiz_hizmet_1547920882574\",\"id\":9,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"parentType\":\"list\",\"element_templates\":[\"listcheckbox\",\"input\"],\"old_classname\":\"list-checkbox\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":6,\"idAttribute\":\"id\",\"label\":\"Okudu\\u011funuz B\\u00f6l\\u00fcm ve Dersin Ad\\u0131\",\"type\":\"firstname\",\"key\":\"okudugunuz_bolum_ve_dersin_adi_1547921398265\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Okudu\\u011funuz B\\u00f6l\\u00fcm ve Dersin Ad\\u0131\",\"field_key\":\"okudugunuz_bolum_ve_dersin_adi_1547921398265\",\"value\":\"\",\"id\":10,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":7,\"idAttribute\":\"id\",\"label\":\"\\u0130\\u00e7eri\\u011fin Konusu ve Seviyesi (Lisans, Master, Doktora)\",\"type\":\"firstname\",\"key\":\"icerigin_konusu_ve_seviyesi_lisans_master_doktora_1560405678534\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"\\u0130\\u00e7eri\\u011fin Konusu ve Seviyesi (Lisans, Master, Doktora)\",\"field_key\":\"icerigin_konusu_ve_seviyesi_lisans_master_doktora_1560405678534\",\"value\":\"\",\"id\":11,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":8,\"idAttribute\":\"id\",\"label\":\"Ka\\u00e7 Sayfa veya Kelime Olacak\",\"type\":\"firstname\",\"key\":\"kac_sayfa_veya_kelime_olacak_1547921415141\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Ka\\u00e7 Sayfa veya Kelime Olacak\",\"field_key\":\"kac_sayfa_veya_kelime_olacak_1547921415141\",\"value\":\"\",\"id\":12,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":9,\"idAttribute\":\"id\",\"label\":\"Hangi Dilde Olacak\",\"type\":\"firstname\",\"key\":\"hangi_dilde_olacak_1547918734875\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Hangi Dilde Olacak\",\"field_key\":\"hangi_dilde_olacak_1547918734875\",\"value\":\"\",\"id\":13,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":10,\"idAttribute\":\"id\",\"label\":\"Ka\\u00e7 Kaynak Kullan\\u0131lmal\\u0131\",\"type\":\"firstname\",\"key\":\"kac_kaynak_kullanilmali_1547918961529\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Ka\\u00e7 Kaynak Kullan\\u0131lmal\\u0131\",\"field_key\":\"kac_kaynak_kullanilmali_1547918961529\",\"value\":\"\",\"id\":14,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":11,\"idAttribute\":\"id\",\"label\":\"Hangi Programlar Kullan\\u0131lacak\",\"type\":\"firstname\",\"key\":\"hangi_programlar_kullanilacak_1547919336026\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Hangi Programlar Kullan\\u0131lacak\",\"field_key\":\"hangi_programlar_kullanilacak_1547919336026\",\"value\":\"\",\"id\":15,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":12,\"idAttribute\":\"id\",\"label\":\"Ne Zamana Yeti\\u015fecek\",\"type\":\"firstname\",\"key\":\"ne_zamana_yetisecek_1547918974338\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"Ne Zamana Yeti\\u015fecek\",\"field_key\":\"ne_zamana_yetisecek_1547918974338\",\"value\":\"\",\"id\":16,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":13,\"idAttribute\":\"id\",\"label\":\"Anlatmak \\u0130stedikleriniz\",\"type\":\"textarea\",\"key\":\"anlatmak_istedikleriniz_1547919316924\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"input_limit\":\"\",\"input_limit_type\":\"characters\",\"input_limit_msg\":\"Kalan karakterler\",\"manual_key\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"textarea_rte\":\"\",\"disable_rte_mobile\":\"\",\"textarea_media\":\"\",\"drawerDisabled\":\"\",\"field_label\":\"Anlatmak \\u0130stedikleriniz\",\"field_key\":\"anlatmak_istedikleriniz_1547919316924\",\"value\":\"\",\"id\":17,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"textarea\",\"element_templates\":[\"textarea\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":14,\"idAttribute\":\"id\",\"label\":\"\\u0130ntihal Raporu \\u0130stiyor musunuz? (Standart olarak %20 alt\\u0131nda haz\\u0131rlanacakt\\u0131r)\",\"type\":\"listcheckbox\",\"key\":\"intihal_raporu_istiyor_musunuz_standart_olarak_20_altinda_hazirlanacaktir_1666967695165\",\"label_pos\":\"above\",\"required\":\"\",\"options\":[{\"errors\":[],\"max_options\":0,\"label\":\"Evet\",\"value\":\"evet\",\"calc\":\"\",\"selected\":0,\"order\":0,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}},{\"errors\":[],\"max_options\":0,\"label\":\"Hay\\u0131r\",\"value\":\"hayir\",\"calc\":\"\",\"selected\":0,\"order\":1,\"settingModel\":{\"settings\":false,\"hide_merge_tags\":false,\"error\":false,\"name\":\"options\",\"type\":\"option-repeater\",\"label\":\"Se\\u00e7enekler <a href=\\\"#\\\" class=\\\"nf-add-new\\\">Yeni ekle<\\\/a> <a href=\\\"#\\\" class=\\\"extra nf-open-import-tooltip\\\"><i class=\\\"fa fa-sign-in\\\" aria-hidden=\\\"true\\\"><\\\/i> \\u0130\\u00e7e Aktar<\\\/a>\",\"width\":\"full\",\"group\":\"\",\"value\":[{\"label\":\"Bir\",\"value\":\"bir\",\"calc\":\"\",\"selected\":0,\"order\":0},{\"label\":\"\\u0130ki\",\"value\":\"iki\",\"calc\":\"\",\"selected\":0,\"order\":1},{\"label\":\"\\u00dc\\u00e7\",\"value\":\"\\u00fc\\u00e7\",\"calc\":\"\",\"selected\":0,\"order\":2}],\"columns\":{\"label\":{\"header\":\"Etiket\",\"default\":\"\"},\"value\":{\"header\":\"De\\u011fer\",\"default\":\"\"},\"calc\":{\"header\":\"Hesap De\\u011feri\",\"default\":\"\"},\"selected\":{\"header\":\"<span class=\\\"dashicons dashicons-yes\\\"><\\\/span>\",\"default\":0}}}}],\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"drawerDisabled\":false,\"field_label\":\"\\u0130ntihal Raporu \\u0130stiyor musunuz? (Standart olarak alt\\u0131nda haz\\u0131rlanacakt\\u0131r)\",\"field_key\":\"intihal_raporu_istiyor_musunuz_standart_olarak_15_altinda_hazirlanacaktir_1565335584156\",\"id\":18,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"parentType\":\"list\",\"element_templates\":[\"listcheckbox\",\"input\"],\"old_classname\":\"list-checkbox\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":15,\"idAttribute\":\"id\",\"label\":\"\\u00d6deme Yapaca\\u011f\\u0131n\\u0131z Banka\",\"type\":\"firstname\",\"key\":\"odeme_yapacaginiz_banka_1547920854983\",\"label_pos\":\"above\",\"required\":\"\",\"default\":\"\",\"placeholder\":\"\",\"container_class\":\"\",\"element_class\":\"\",\"admin_label\":\"\",\"help_text\":\"\",\"custom_name_attribute\":\"fname\",\"personally_identifiable\":1,\"drawerDisabled\":\"\",\"field_label\":\"\\u00d6deme Yapaca\\u011f\\u0131n\\u0131z Banka\",\"field_key\":\"odeme_yapacaginiz_banka_1547920854983\",\"value\":\"\",\"id\":19,\"beforeField\":\"\",\"afterField\":\"\",\"parentType\":\"firstname\",\"element_templates\":[\"firstname\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap\"},{\"objectType\":\"Field\",\"objectDomain\":\"fields\",\"editActive\":false,\"order\":16,\"idAttribute\":\"id\",\"label\":\"G\\u00f6nder\",\"type\":\"submit\",\"processing_label\":\"G\\u00f6nderiliyor...\",\"container_class\":\"\",\"element_class\":\"\",\"key\":\"submit_1547918308744\",\"drawerDisabled\":false,\"field_label\":\"G\\u00f6nder\",\"field_key\":\"submit_1547918308744\",\"id\":20,\"beforeField\":\"\",\"afterField\":\"\",\"value\":\"\",\"label_pos\":\"above\",\"parentType\":\"textbox\",\"element_templates\":[\"submit\",\"button\",\"input\"],\"old_classname\":\"\",\"wrap_template\":\"wrap-no-label\"}];nfForms.push(form);<\/script>\n        ","protected":false},"excerpt":{"rendered":"<p>Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0&#8217;lar ve 1&#8217;ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar&hellip; <br \/> <a class=\"button small blue\" href=\"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/\">Devam\u0131<\/a><\/p>\n","protected":false},"author":2,"featured_media":398,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[205,207,206,208],"tags":[209,212,213,211,214,215,216,210],"class_list":["post-443","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-akis-diyagrami","category-akis-diyagrami-ornekleri","category-algoritma-ornekleri","category-algoritma-ve-programlama-pdf","tag-akis-diyagrami","tag-akis-diyagrami-ornekleri","tag-akis-diyagrami-sembolleri","tag-algoritma-ornekleri","tag-algoritma-sorulari","tag-algoritma-ve-akis-semasi","tag-algoritma-ve-programlama-pdf","tag-c-degiskenler"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO Pro 4.9.6.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0&#039;lar ve 1&#039;ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Makale Deniz\"\/>\n\t<meta name=\"google-site-verification\" content=\"BLwpujKNw0UduxFeX4HXQCaXI4CuWJPUXkyEJBeO6Xs\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO Pro (AIOSEO) 4.9.6.2\" \/>\n\t\t<meta property=\"og:locale\" content=\"tr_TR\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Makale Yapt\u0131rma - LH - 0 (312) 276 75 93 - Essay Yazd\u0131rma, Proje Yapt\u0131rma, Tez Yazd\u0131rma, \u00d6dev Yapt\u0131rma, Makale Yazd\u0131rma, Blog Yapt\u0131rma, Blog Makale Yapt\u0131rma *** Essay, Makale, \u00d6dev, Tez, Proje Yazd\u0131rma Merkezi... *** 7\/24 Hizmet Veriyoruz.... Mail kanallar\u0131n\u0131 kullanarak fiyat teklifi alabilirsiniz.  bestessayhomework@gmail.com , Makale YAZDIRMA siteleri, Parayla makale YAZDIRMA, Seo makale fiyatlar\u0131, Sayfa ba\u015f\u0131 yaz\u0131 yazma \u00fccreti, \u0130ngilizce makale yazd\u0131rma, Akademik makale YAZDIRMA, Makale Fiyatlar\u0131 2022, Makale yazma, Blog Yazd\u0131rma, Blog Yazd\u0131rmak \u0130stiyorum\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH\" \/>\n\t\t<meta property=\"og:description\" content=\"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0&#039;lar ve 1&#039;ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"304\" \/>\n\t\t<meta property=\"og:image:height\" content=\"166\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2022-11-01T13:47:07+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2022-11-01T13:47:07+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0&#039;lar ve 1&#039;ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#blogposting\",\"name\":\"Rakamlar\\u0131n G\\u00f6r\\u00fcn\\u00fc\\u015f De\\u011feri \\u2013 Programlama Nedir? \\u2013 Programlama B\\u00f6l\\u00fcm\\u00fc \\u2013 Programlama Yapt\\u0131rma \\u2013 Programlama \\u00d6devleri \\u2013 Programlama \\u00dccretleri - Makale Yapt\\u0131rma - LH\",\"headline\":\"Rakamlar\\u0131n G\\u00f6r\\u00fcn\\u00fc\\u015f De\\u011feri \\u2013 Programlama Nedir? \\u2013 Programlama B\\u00f6l\\u00fcm\\u00fc \\u2013 Programlama Yapt\\u0131rma  \\u2013 Programlama \\u00d6devleri \\u2013 Programlama \\u00dccretleri\",\"author\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/author\\\/yazilimdeniz\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/wp-content\\\/uploads\\\/2022\\\/10\\\/rap.jpeg\",\"width\":1030,\"height\":579,\"caption\":\"Sorgu \\u0130\\u015fleme\\n\\nSorgu-kavram \\u00f6\\u011frenmenin ilk zorlu\\u011fu, kavram s\\u0131n\\u0131r\\u0131n\\u0131n (ilgili olan ve olmayan g\\u00f6r\\u00fcnt\\u00fcler aras\\u0131ndaki) belirsiz bir \\u015fekilde tan\\u0131mlanabilmesi i\\u00e7in ilgili baz\\u0131 nesneleri bulmakt\\u0131r. Bu tart\\u0131\\u015fma i\\u00e7in, sorgu i\\u015flemeye yard\\u0131mc\\u0131 olacak anahtar kelimelerin bulunmad\\u0131\\u011f\\u0131n\\u0131 varsay\\u0131yoruz.\\n\\nG\\u00f6r\\u00fcnt\\u00fc i\\u00e7eri\\u011finden bir kavram\\u0131 \\u00f6\\u011frenmek i\\u00e7in istatistiksel y\\u00f6ntemlerin ne kadar ileri gidebilece\\u011fini g\\u00f6rmek istiyoruz (i\\u00e7erik, renk, doku ve \\u015fekil gibi alg\\u0131sal \\u00f6zellikleri ifade eder). Veri k\\u00fcmesinin yaln\\u0131zca k\\u00fc\\u00e7\\u00fck bir b\\u00f6l\\u00fcm\\u00fc hedef konsepti kar\\u015f\\u0131l\\u0131yorsa, ilgili bir nesneyi bulmak zor olabilir.\\n\\n\\u00d6rne\\u011fin, bir milyon resimlik bir veri k\\u00fcmesindeki istenen nesne say\\u0131s\\u0131n\\u0131n 1.000 (yani, veri k\\u00fcmesinin %0,1'i) oldu\\u011funu varsayal\\u0131m. Kullan\\u0131c\\u0131lar\\u0131n ilgili nesneleri tan\\u0131mlamas\\u0131 i\\u00e7in tur ba\\u015f\\u0131na rastgele 20 nesne se\\u00e7ersek, be\\u015f tur rastgele \\u00f6rneklemeden sonra pozitif bir \\u00f6rnek bulma olas\\u0131l\\u0131\\u011f\\u0131 yaln\\u0131zca %10'dur ve a\\u00e7\\u0131k\\u00e7a kabul edilemez.\\n\\nSorgu kavram\\u0131 \\u00f6\\u011frenimini ba\\u015flatmak i\\u00e7in ilgili \\u00f6rnekleri h\\u0131zla bulan Maksimize Edilen Beklenen Genelleme Algoritmas\\u0131 gibi ak\\u0131ll\\u0131 bir \\u00f6rnekleme y\\u00f6ntemiyle olas\\u0131l\\u0131klar\\u0131 art\\u0131rabiliriz. Matematiksel ayr\\u0131nt\\u0131lara girmeden a\\u00e7\\u0131klamak i\\u00e7in MEGA, daha olumsuz \\u00f6rnekleri kald\\u0131rmak i\\u00e7in verilen negatif etiketli \\u00f6rnekleri kullan\\u0131r.\\n\\nEk olarak MEGA, ilgisiz \\u00f6zellikleri ortadan kald\\u0131rmak i\\u00e7in pozitif \\u00f6rnekleri kullan\\u0131r. Daha spesifik olarak, MEGA, neredeyse t\\u00fcm pratik sorgulama kavramlar\\u0131n\\u0131 ifade edebilen k-CNF'de bir sorgu kavram\\u0131n\\u0131 modeller; ve MEGA, \\u00f6rnekleme uzay\\u0131n\\u0131 modellemek i\\u00e7in k-DNF'yi kullan\\u0131r.\\n\\nPozitif olarak etiketlenmi\\u015f bir \\u00f6rnek, k-CNF'deki terimleri ortadan kald\\u0131rabilir ve dolay\\u0131s\\u0131yla onu daha genel hale getirir. Negatif olarak etiketlenmi\\u015f bir \\u00f6rnek, k-DNF'deki terimleri ortadan kald\\u0131rabilir ve bu nedenle ek negatif \\u00f6rneklerin kald\\u0131r\\u0131lmas\\u0131n\\u0131 daha k\\u0131s\\u0131tlay\\u0131c\\u0131 hale getirir.\\n\\nBirbirini tamamlayan iki ad\\u0131m, kavram iyile\\u015ftirme ve \\u00f6rnek se\\u00e7imi\\u2014ba\\u015flang\\u0131\\u00e7ta yaln\\u0131zca olumsuz \\u00f6rnekler mevcut olsa bile ilgili \\u00f6rnekleri bulma olas\\u0131l\\u0131\\u011f\\u0131n\\u0131 art\\u0131r\\u0131r.\\n\\nBir milyon g\\u00f6r\\u00fcnt\\u00fcl\\u00fc veri k\\u00fcmesi \\u00f6rne\\u011fiyle devam edecek olursak, negatif \\u00f6rnekleri azaltarak arama alan\\u0131n\\u0131 bir milyondan otuz bine indirebilirsek, ayn\\u0131 anda pozitif bir \\u00f6rnek bulma olas\\u0131l\\u0131\\u011f\\u0131n\\u0131 %0,1'den %3,3'e \\u00e7\\u0131kar\\u0131r\\u0131z. B\\u00f6ylece, 20 rastgele \\u00f6rnekten olu\\u015fan be\\u015f turdan sonra bir pozitif \\u00f6rnek bulma olas\\u0131l\\u0131\\u011f\\u0131n\\u0131 %10'dan %97'ye y\\u00fckseltiyoruz.\\u00a0Baz\\u0131 ilgili ve baz\\u0131 alakas\\u0131z \\u00f6rnekler tan\\u0131mland\\u0131ktan sonra, s\\u0131n\\u0131f s\\u0131n\\u0131r\\u0131n\\u0131 iyile\\u015ftirmek i\\u00e7in SVMActive'i kullanabiliriz.\\n\\nSezgisel olarak, SVMActive a\\u015fa\\u011f\\u0131daki \\u00fc\\u00e7 fikri birle\\u015ftirerek \\u00e7al\\u0131\\u015f\\u0131r:\\n\\n1. SVMActive, bir hedef kavram\\u0131 \\u00f6\\u011frenme g\\u00f6revini, bir SVM ikili s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131s\\u0131n\\u0131 \\u00f6\\u011frenme g\\u00f6revi olarak g\\u00f6r\\u00fcr. Bir SVM, genellikle \\u00e7ok y\\u00fcksek boyutlu bir projeksiyonlu alanda bir hiper d\\u00fczlemle ilgili g\\u00f6r\\u00fcnt\\u00fcleri alakas\\u0131z g\\u00f6r\\u00fcnt\\u00fclerden ay\\u0131rarak sorgu kavram\\u0131n\\u0131 yakalar. Hiperd\\u00fczlemin bir taraf\\u0131ndaki yans\\u0131t\\u0131lan noktalar, sorgu konseptiyle ilgili olarak kabul edilir ve geri kalan\\u0131 ilgisizdir.\\n\\n2. SVMActive, aktif \\u00f6\\u011frenme yoluyla s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131y\\u0131 h\\u0131zl\\u0131 bir \\u015fekilde \\u00f6\\u011frenir. SVMActive'\\u0131n aktif k\\u0131sm\\u0131, SVM s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131s\\u0131n\\u0131 e\\u011fitmek i\\u00e7in en bilgilendirici etiketli \\u00f6rnekleri se\\u00e7er. Bu ad\\u0131m, az say\\u0131da geri bildirim turunda sorgu kavram\\u0131na h\\u0131zl\\u0131 yak\\u0131nsama sa\\u011flar.\\n\\nEn bilgilendirici \\u00f6rnekler, hiper d\\u00fczleme en yak\\u0131n kenar bo\\u015flu\\u011fundaki \\u00f6rneklerdir. Bu \\u00f6rnekler, pozitif veya negatif \\u00fcyelikleri konusunda en belirsizken, pozitif (negatif) taraftaki hiperd\\u00fczlemden daha uzaktaki noktalar\\u0131n pozitif (negatif) oldu\\u011fu daha kesindir.\\n\\n3. S\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131 e\\u011fitildikten sonra, SVMActive en alakal\\u0131 ilk k g\\u00f6r\\u00fcnt\\u00fcy\\u00fc d\\u00f6nd\\u00fcr\\u00fcr. Bunlar, sorgu kavram\\u0131 taraf\\u0131nda hiperd\\u00fczlemden en uzaktaki k g\\u00f6r\\u00fcnt\\u00fclerdir.\\n\\nK\\u0131sacas\\u0131, ilgili ilk g\\u00f6r\\u00fcnt\\u00fcleri bulmak i\\u00e7in MEGA'y\\u0131 kullanabilir ve ard\\u0131ndan ikili s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131y\\u0131 iyile\\u015ftirmek ve d\\u00f6nd\\u00fcr\\u00fclen g\\u00f6r\\u00fcnt\\u00fcleri s\\u0131ralamak i\\u00e7in SVMActive'e ge\\u00e7ebiliriz. Bu y\\u00f6ntem, bir kavram\\u0131n karma\\u015f\\u0131kl\\u0131\\u011f\\u0131 \\u00e7ok y\\u00fcksek olmad\\u0131\\u011f\\u0131nda bir sorgu kavram\\u0131n\\u0131 etkili bir \\u015fekilde \\u00f6\\u011frenebilir. Kavram karma\\u015f\\u0131kl\\u0131\\u011f\\u0131n\\u0131 b\\u00f6l\\u00fcm\\u00fcn ilerleyen k\\u0131s\\u0131mlar\\u0131nda tan\\u0131mlayaca\\u011f\\u0131z ve y\\u00fcksek karma\\u015f\\u0131kl\\u0131ktaki kavramlar\\u0131 aramak i\\u00e7in \\u00e7areler sunaca\\u011f\\u0131z.\\n\\nAccess Sorgu \\u00d6rnekleri\\nAccess sorgu \\u00f6l\\u00e7\\u00fctleri\\nAccess sorgu form\\u00fclleri\\nEkleme sorgusu\\nVeritaban\\u0131 sorgu nedir\\nSQL sorgu \\u00e7al\\u0131\\u015ft\\u0131rma\\n\\u0130leri Seviye SQL sorgular\\u0131\\nveri taban\\u0131nda tablolar grubu hangi sekmede yer al\\u0131r?\\n\\nTibshirani, N &lt; D oldu\\u011funda, kullan\\u0131lan istatistiksel modelin basit olmas\\u0131 gerekti\\u011fini (veya serbest de\\u011fi\\u015fkenlerin say\\u0131s\\u0131n\\u0131n az olmas\\u0131 gerekti\\u011fini), b\\u00f6ylece elde edilen \\u00e7\\u00f6z\\u00fcm\\u00fcn verilere fazla uymamas\\u0131n\\u0131 belirtir. \\u00d6nerilen en yak\\u0131n k\\u00fc\\u00e7\\u00fclt\\u00fclm\\u00fc\\u015f merkezler \\u015femas\\u0131, N &lt; D oldu\\u011fu DNA mikro dizi verilerinin analizinde umut verici sonu\\u00e7lar g\\u00f6sterir. Ancak, alg\\u0131sal \\u00f6zellikler, bir g\\u00f6r\\u00fcnt\\u00fc konseptini tasvir etmek i\\u00e7in y\\u00fcksek s\\u0131ralarda birbirleriyle etkile\\u015fime girer.\\n\\nBu nedenle, SVM&#039;lerle \\u00e7al\\u0131\\u015fmak i\\u00e7in bir \\u00e7ekirdek i\\u015flevi kullanmak mant\\u0131kl\\u0131 bir se\\u00e7im gibi g\\u00f6r\\u00fcn\\u00fcyor. Daha \\u00f6nce bahsedildi\\u011fi gibi, DVM&#039;lerin ikili form\\u00fclasyonu, D&#039;den ba\\u011f\\u0131ms\\u0131z olarak yaln\\u0131zca N serbest de\\u011fi\\u015fkenden olu\\u015fur. Aktif \\u00f6\\u011frenme yoluyla e\\u011fitim verilerinin dikkatli bir \\u015fekilde se\\u00e7ilmesi, fazla uydurma ile ilgili endi\\u015feleri azaltabilir.\\n\\n\\u0130kinci yakla\\u015f\\u0131m, verilen N \\u00f6rneklerinden e\\u011fitim \\u00f6rneklerinin say\\u0131s\\u0131n\\u0131 art\\u0131rmakt\\u0131r. Sezgilere ayk\\u0131r\\u0131 gelse de, negatif e\\u011fitim \\u00f6rneklerinin azl\\u0131\\u011f\\u0131, \\u00f6\\u011frenme algoritmalar\\u0131m\\u0131z i\\u00e7in pozitif e\\u011fitim \\u00f6rneklerinin azl\\u0131\\u011f\\u0131ndan daha sorunludur.\\n\\nBunun nedeni, &quot;kaplanlar&quot; gibi bir kavram\\u0131 tan\\u0131mlaman\\u0131n zor olabilmesi, ancak olumsuzlanm\\u0131\\u015f bir kavram\\u0131 (bu durumda &quot;kaplan olmayan&quot; kavram\\u0131) tan\\u0131mlaman\\u0131n potansiyel olarak sonsuz bilgi gerektirebilmesidir. (Kaplan kavram\\u0131n\\u0131 yeterince tasvir etmek i\\u00e7in yaln\\u0131zca s\\u0131n\\u0131rl\\u0131 say\\u0131da g\\u00f6r\\u00fcnt\\u00fcye ihtiya\\u00e7 vard\\u0131r, ancak kaplan olmayan g\\u00f6r\\u00fcnt\\u00fclerin say\\u0131s\\u0131 sonsuzdur.)\\n\\nOlumsuz e\\u011fitim \\u00f6rneklerini bulmak \\u00f6nemli \\u00f6l\\u00e7\\u00fcde daha kolayd\\u0131r, ancak ayn\\u0131 zamanda, olumsuzlanan bir kavram\\u0131 tasvir etmek i\\u00e7in gereken olumsuz \\u00f6rneklerin say\\u0131s\\u0131 \\u00e7ok fazla olabilir. Bu nedenle, negatif ve pozitif \\u00f6rnekler aras\\u0131nda s\\u0131n\\u0131f s\\u0131n\\u0131r\\u0131n\\u0131 do\\u011fru bir \\u015fekilde olu\\u015fturmak i\\u00e7in \\u00f6nemli say\\u0131da negatif e\\u011fitim \\u00f6rne\\u011fine ihtiyac\\u0131m\\u0131z var.\\n\\nSVMActive algoritmas\\u0131n\\u0131 tekrar ziyaret edelim. Her \\u00f6rnekleme turunda, marjda bulunan ve ayn\\u0131 zamanda b\\u00f6len hiper d\\u00fczleme yak\\u0131n olan nesneleri se\\u00e7er. Marj geni\\u015fse (negatif taraftaki deste\\u011fin olmamas\\u0131 nedeniyle), bu geni\\u015f marjda pozitif bir e\\u011fitim \\u00f6rne\\u011finin bulunma olas\\u0131l\\u0131\\u011f\\u0131 d\\u00fc\\u015f\\u00fckt\\u00fcr.\\n\\nAmac\\u0131m\\u0131z, hedef kavram\\u0131 tasvir etmek i\\u00e7in yeterince olumlu e\\u011fitim \\u00f6rne\\u011fi bulmakt\\u0131r. Ancak, yeterli negatif e\\u011fitim \\u00f6rne\\u011fi toplaman\\u0131n zorlu\\u011fu, pozitif e\\u011fitim \\u00f6rne\\u011fi bulma s\\u00fcrecini yava\\u015flat\\u0131r. \\u00d6\\u011frenme s\\u00fcreci, bir nehirde alt\\u0131n madencili\\u011fine benzer. Alt\\u0131n\\u0131 (ilgili \\u00f6rnekler) hasat etmenin en verimli yolu, suyu, \\u00e7amuru ve kumu (negatif etiketli \\u00f6rnekler) h\\u0131zl\\u0131 bir \\u015fekilde filtrelemektir.\\n\\nYetersiz e\\u011fitim verisi problemini \\u00e7\\u00f6zmek i\\u00e7in, \\u00e7e\\u015fitli uygulamalar i\\u00e7in farkl\\u0131 \\u00f6\\u011frenme algoritmalar\\u0131yla \\u00e7al\\u0131\\u015fmak \\u00fczere transd\\u00fcktif \\u00f6\\u011frenme \\u00f6nerilmi\\u015ftir. Transd\\u00fcksiyonun temel fikri, etiketlenmemi\\u015f verileri etiketlenmi\\u015f verilerin yan\\u0131nda kullanmakt\\u0131r. Negatif e\\u011fitim \\u00f6rneklerinin en yak\\u0131n kom\\u015fular\\u0131n\\u0131n her zaman negatif oldu\\u011funu varsayal\\u0131m.\\n\\nDaha sonra negatif etiketli havuzu \\u00f6nemli \\u00f6l\\u00e7\\u00fcde art\\u0131rmak i\\u00e7in kom\\u015fu \\u00f6rnekleri kullanabiliriz. Bununla birlikte, yanl\\u0131\\u015f &quot;tahminler&quot; nedeniyle verilerin yanl\\u0131\\u015f etiketlenmesi sonu\\u00e7lar\\u0131 bozabilece\\u011finden, \\u00e7eviri dikkatle yap\\u0131lmal\\u0131d\\u0131r. Ne yaz\\u0131k ki transd\\u00fcksiyon performans\\u0131 s\\u00fcrekli olarak tutars\\u0131zd\\u0131r. Performans\\u0131 hem uygulamaya hem de veri k\\u00fcmesine ba\\u011fl\\u0131 olabilir.\"},\"datePublished\":\"2022-11-01T16:47:07+03:00\",\"dateModified\":\"2022-11-01T16:47:07+03:00\",\"inLanguage\":\"tr-TR\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#webpage\"},\"articleSection\":\"Ak\\u0131\\u015f diyagram\\u0131, Ak\\u0131\\u015f Diyagram\\u0131 \\u00d6rnekleri, Algoritma \\u00d6rnekleri, Algoritma ve PROGRAMLAMA PDF, Ak\\u0131\\u015f diyagram\\u0131, Ak\\u0131\\u015f Diyagram\\u0131 \\u00d6rnekleri, Ak\\u0131\\u015f Diyagram\\u0131 Sembolleri, Algoritma \\u00d6rnekleri, Algoritma Sorular\\u0131, Algoritma ve ak\\u0131\\u015f \\u015femas\\u0131, Algoritma ve PROGRAMLAMA PDF, C de\\u011fi\\u015fkenler\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr#listItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\\\/\\\/legendhomework.com\\\/tr\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/category\\\/akis-diyagrami\\\/#listItem\",\"name\":\"Ak\\u0131\\u015f diyagram\\u0131\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/category\\\/akis-diyagrami\\\/#listItem\",\"position\":2,\"name\":\"Ak\\u0131\\u015f diyagram\\u0131\",\"item\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/category\\\/akis-diyagrami\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#listItem\",\"name\":\"Rakamlar\\u0131n G\\u00f6r\\u00fcn\\u00fc\\u015f De\\u011feri \\u2013 Programlama Nedir? \\u2013 Programlama B\\u00f6l\\u00fcm\\u00fc \\u2013 Programlama Yapt\\u0131rma  \\u2013 Programlama \\u00d6devleri \\u2013 Programlama \\u00dccretleri\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr#listItem\",\"name\":\"Ev\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#listItem\",\"position\":3,\"name\":\"Rakamlar\\u0131n G\\u00f6r\\u00fcn\\u00fc\\u015f De\\u011feri \\u2013 Programlama Nedir? \\u2013 Programlama B\\u00f6l\\u00fcm\\u00fc \\u2013 Programlama Yapt\\u0131rma  \\u2013 Programlama \\u00d6devleri \\u2013 Programlama \\u00dccretleri\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/category\\\/akis-diyagrami\\\/#listItem\",\"name\":\"Ak\\u0131\\u015f diyagram\\u0131\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/#organization\",\"name\":\"Makale Yapt\\u0131rma - LH\",\"description\":\"0 (312) 276 75 93 - Essay Yazd\\u0131rma, Proje Yapt\\u0131rma, Tez Yazd\\u0131rma, \\u00d6dev Yapt\\u0131rma, Makale Yazd\\u0131rma, Blog Yapt\\u0131rma, Blog Makale Yapt\\u0131rma *** Essay, Makale, \\u00d6dev, Tez, Proje Yazd\\u0131rma Merkezi... *** 7\\\/24 Hizmet Veriyoruz.... Mail kanallar\\u0131n\\u0131 kullanarak fiyat teklifi alabilirsiniz.  bestessayhomework@gmail.com , Makale YAZDIRMA siteleri, Parayla makale YAZDIRMA, Seo makale fiyatlar\\u0131, Sayfa ba\\u015f\\u0131 yaz\\u0131 yazma \\u00fccreti, \\u0130ngilizce makale yazd\\u0131rma, Akademik makale YAZDIRMA, Makale Fiyatlar\\u0131 2022, Makale yazma, Blog Yazd\\u0131rma, Blog Yazd\\u0131rmak \\u0130stiyorum\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/\",\"telephone\":\"+905423712952\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/wp-content\\\/uploads\\\/2022\\\/10\\\/rapor.jpeg\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#organizationLogo\",\"width\":304,\"height\":166,\"caption\":\"Rapor Nas\\u0131l Yaz\\u0131l\\u0131r ?\\u00a0 \\u2013 Rapor Nas\\u0131l Haz\\u0131rlan\\u0131r? \\u2013 Rapor \\u00d6devi Nedir? \\u2013 Rapor Haz\\u0131rlatma -Rapor \\u00dccretleri \\u2013 Rapor Haz\\u0131rlatma \\u00dccretleri\"},\"image\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#organizationLogo\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/author\\\/yazilimdeniz\\\/#author\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/author\\\/yazilimdeniz\\\/\",\"name\":\"Makale Deniz\",\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/59ec4d60e791736e5f50cd9ac0ecc04e5bd2717e59e7eefa2b7199c62ff027d5?s=96&d=mm&r=g\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#webpage\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/\",\"name\":\"Rakamlar\\u0131n G\\u00f6r\\u00fcn\\u00fc\\u015f De\\u011feri \\u2013 Programlama Nedir? \\u2013 Programlama B\\u00f6l\\u00fcm\\u00fc \\u2013 Programlama Yapt\\u0131rma \\u2013 Programlama \\u00d6devleri \\u2013 Programlama \\u00dccretleri - Makale Yapt\\u0131rma - LH\",\"description\":\"Rakamlar\\u0131n G\\u00f6r\\u00fcn\\u00fc\\u015f De\\u011feri Bu, dijital algoritmik d\\u00fc\\u015f\\u00fcnmede \\u00f6nemsiz olmayan ama \\u00e7ok \\u00f6\\u011fretici bir al\\u0131\\u015ft\\u0131rmad\\u0131r. Her bilgisayar bilimcinin hayat\\u0131nda bir kez yapmas\\u0131 gereken bir \\u015feydir (matematikteki vekt\\u00f6r \\u00e7apraz \\u00e7arp\\u0131m i\\u00e7in Jacobi kimli\\u011fini kontrol etmek matematik\\u00e7iler i\\u00e7indir). \\u0130kili bir tamsay\\u0131 d\\u00fc\\u015f\\u00fcnmek, 0'lar ve 1'ler dizisidir, biraz aritmetik geli\\u015ftirin. Say\\u0131lar\\u0131 \\u00e7iftler olarak kodlamak burada yararl\\u0131d\\u0131r. 1. \\u0130\\u015faretsiz tamsay\\u0131lar\",\"inLanguage\":\"tr-TR\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/author\\\/yazilimdeniz\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/author\\\/yazilimdeniz\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/wp-content\\\/uploads\\\/2022\\\/10\\\/rap.jpeg\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#mainImage\",\"width\":1030,\"height\":579,\"caption\":\"Sorgu \\u0130\\u015fleme\\n\\nSorgu-kavram \\u00f6\\u011frenmenin ilk zorlu\\u011fu, kavram s\\u0131n\\u0131r\\u0131n\\u0131n (ilgili olan ve olmayan g\\u00f6r\\u00fcnt\\u00fcler aras\\u0131ndaki) belirsiz bir \\u015fekilde tan\\u0131mlanabilmesi i\\u00e7in ilgili baz\\u0131 nesneleri bulmakt\\u0131r. Bu tart\\u0131\\u015fma i\\u00e7in, sorgu i\\u015flemeye yard\\u0131mc\\u0131 olacak anahtar kelimelerin bulunmad\\u0131\\u011f\\u0131n\\u0131 varsay\\u0131yoruz.\\n\\nG\\u00f6r\\u00fcnt\\u00fc i\\u00e7eri\\u011finden bir kavram\\u0131 \\u00f6\\u011frenmek i\\u00e7in istatistiksel y\\u00f6ntemlerin ne kadar ileri gidebilece\\u011fini g\\u00f6rmek istiyoruz (i\\u00e7erik, renk, doku ve \\u015fekil gibi alg\\u0131sal \\u00f6zellikleri ifade eder). Veri k\\u00fcmesinin yaln\\u0131zca k\\u00fc\\u00e7\\u00fck bir b\\u00f6l\\u00fcm\\u00fc hedef konsepti kar\\u015f\\u0131l\\u0131yorsa, ilgili bir nesneyi bulmak zor olabilir.\\n\\n\\u00d6rne\\u011fin, bir milyon resimlik bir veri k\\u00fcmesindeki istenen nesne say\\u0131s\\u0131n\\u0131n 1.000 (yani, veri k\\u00fcmesinin %0,1'i) oldu\\u011funu varsayal\\u0131m. Kullan\\u0131c\\u0131lar\\u0131n ilgili nesneleri tan\\u0131mlamas\\u0131 i\\u00e7in tur ba\\u015f\\u0131na rastgele 20 nesne se\\u00e7ersek, be\\u015f tur rastgele \\u00f6rneklemeden sonra pozitif bir \\u00f6rnek bulma olas\\u0131l\\u0131\\u011f\\u0131 yaln\\u0131zca %10'dur ve a\\u00e7\\u0131k\\u00e7a kabul edilemez.\\n\\nSorgu kavram\\u0131 \\u00f6\\u011frenimini ba\\u015flatmak i\\u00e7in ilgili \\u00f6rnekleri h\\u0131zla bulan Maksimize Edilen Beklenen Genelleme Algoritmas\\u0131 gibi ak\\u0131ll\\u0131 bir \\u00f6rnekleme y\\u00f6ntemiyle olas\\u0131l\\u0131klar\\u0131 art\\u0131rabiliriz. Matematiksel ayr\\u0131nt\\u0131lara girmeden a\\u00e7\\u0131klamak i\\u00e7in MEGA, daha olumsuz \\u00f6rnekleri kald\\u0131rmak i\\u00e7in verilen negatif etiketli \\u00f6rnekleri kullan\\u0131r.\\n\\nEk olarak MEGA, ilgisiz \\u00f6zellikleri ortadan kald\\u0131rmak i\\u00e7in pozitif \\u00f6rnekleri kullan\\u0131r. Daha spesifik olarak, MEGA, neredeyse t\\u00fcm pratik sorgulama kavramlar\\u0131n\\u0131 ifade edebilen k-CNF'de bir sorgu kavram\\u0131n\\u0131 modeller; ve MEGA, \\u00f6rnekleme uzay\\u0131n\\u0131 modellemek i\\u00e7in k-DNF'yi kullan\\u0131r.\\n\\nPozitif olarak etiketlenmi\\u015f bir \\u00f6rnek, k-CNF'deki terimleri ortadan kald\\u0131rabilir ve dolay\\u0131s\\u0131yla onu daha genel hale getirir. Negatif olarak etiketlenmi\\u015f bir \\u00f6rnek, k-DNF'deki terimleri ortadan kald\\u0131rabilir ve bu nedenle ek negatif \\u00f6rneklerin kald\\u0131r\\u0131lmas\\u0131n\\u0131 daha k\\u0131s\\u0131tlay\\u0131c\\u0131 hale getirir.\\n\\nBirbirini tamamlayan iki ad\\u0131m, kavram iyile\\u015ftirme ve \\u00f6rnek se\\u00e7imi\\u2014ba\\u015flang\\u0131\\u00e7ta yaln\\u0131zca olumsuz \\u00f6rnekler mevcut olsa bile ilgili \\u00f6rnekleri bulma olas\\u0131l\\u0131\\u011f\\u0131n\\u0131 art\\u0131r\\u0131r.\\n\\nBir milyon g\\u00f6r\\u00fcnt\\u00fcl\\u00fc veri k\\u00fcmesi \\u00f6rne\\u011fiyle devam edecek olursak, negatif \\u00f6rnekleri azaltarak arama alan\\u0131n\\u0131 bir milyondan otuz bine indirebilirsek, ayn\\u0131 anda pozitif bir \\u00f6rnek bulma olas\\u0131l\\u0131\\u011f\\u0131n\\u0131 %0,1'den %3,3'e \\u00e7\\u0131kar\\u0131r\\u0131z. B\\u00f6ylece, 20 rastgele \\u00f6rnekten olu\\u015fan be\\u015f turdan sonra bir pozitif \\u00f6rnek bulma olas\\u0131l\\u0131\\u011f\\u0131n\\u0131 %10'dan %97'ye y\\u00fckseltiyoruz.\\u00a0Baz\\u0131 ilgili ve baz\\u0131 alakas\\u0131z \\u00f6rnekler tan\\u0131mland\\u0131ktan sonra, s\\u0131n\\u0131f s\\u0131n\\u0131r\\u0131n\\u0131 iyile\\u015ftirmek i\\u00e7in SVMActive'i kullanabiliriz.\\n\\nSezgisel olarak, SVMActive a\\u015fa\\u011f\\u0131daki \\u00fc\\u00e7 fikri birle\\u015ftirerek \\u00e7al\\u0131\\u015f\\u0131r:\\n\\n1. SVMActive, bir hedef kavram\\u0131 \\u00f6\\u011frenme g\\u00f6revini, bir SVM ikili s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131s\\u0131n\\u0131 \\u00f6\\u011frenme g\\u00f6revi olarak g\\u00f6r\\u00fcr. Bir SVM, genellikle \\u00e7ok y\\u00fcksek boyutlu bir projeksiyonlu alanda bir hiper d\\u00fczlemle ilgili g\\u00f6r\\u00fcnt\\u00fcleri alakas\\u0131z g\\u00f6r\\u00fcnt\\u00fclerden ay\\u0131rarak sorgu kavram\\u0131n\\u0131 yakalar. Hiperd\\u00fczlemin bir taraf\\u0131ndaki yans\\u0131t\\u0131lan noktalar, sorgu konseptiyle ilgili olarak kabul edilir ve geri kalan\\u0131 ilgisizdir.\\n\\n2. SVMActive, aktif \\u00f6\\u011frenme yoluyla s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131y\\u0131 h\\u0131zl\\u0131 bir \\u015fekilde \\u00f6\\u011frenir. SVMActive'\\u0131n aktif k\\u0131sm\\u0131, SVM s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131s\\u0131n\\u0131 e\\u011fitmek i\\u00e7in en bilgilendirici etiketli \\u00f6rnekleri se\\u00e7er. Bu ad\\u0131m, az say\\u0131da geri bildirim turunda sorgu kavram\\u0131na h\\u0131zl\\u0131 yak\\u0131nsama sa\\u011flar.\\n\\nEn bilgilendirici \\u00f6rnekler, hiper d\\u00fczleme en yak\\u0131n kenar bo\\u015flu\\u011fundaki \\u00f6rneklerdir. Bu \\u00f6rnekler, pozitif veya negatif \\u00fcyelikleri konusunda en belirsizken, pozitif (negatif) taraftaki hiperd\\u00fczlemden daha uzaktaki noktalar\\u0131n pozitif (negatif) oldu\\u011fu daha kesindir.\\n\\n3. S\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131 e\\u011fitildikten sonra, SVMActive en alakal\\u0131 ilk k g\\u00f6r\\u00fcnt\\u00fcy\\u00fc d\\u00f6nd\\u00fcr\\u00fcr. Bunlar, sorgu kavram\\u0131 taraf\\u0131nda hiperd\\u00fczlemden en uzaktaki k g\\u00f6r\\u00fcnt\\u00fclerdir.\\n\\nK\\u0131sacas\\u0131, ilgili ilk g\\u00f6r\\u00fcnt\\u00fcleri bulmak i\\u00e7in MEGA'y\\u0131 kullanabilir ve ard\\u0131ndan ikili s\\u0131n\\u0131fland\\u0131r\\u0131c\\u0131y\\u0131 iyile\\u015ftirmek ve d\\u00f6nd\\u00fcr\\u00fclen g\\u00f6r\\u00fcnt\\u00fcleri s\\u0131ralamak i\\u00e7in SVMActive'e ge\\u00e7ebiliriz. Bu y\\u00f6ntem, bir kavram\\u0131n karma\\u015f\\u0131kl\\u0131\\u011f\\u0131 \\u00e7ok y\\u00fcksek olmad\\u0131\\u011f\\u0131nda bir sorgu kavram\\u0131n\\u0131 etkili bir \\u015fekilde \\u00f6\\u011frenebilir. Kavram karma\\u015f\\u0131kl\\u0131\\u011f\\u0131n\\u0131 b\\u00f6l\\u00fcm\\u00fcn ilerleyen k\\u0131s\\u0131mlar\\u0131nda tan\\u0131mlayaca\\u011f\\u0131z ve y\\u00fcksek karma\\u015f\\u0131kl\\u0131ktaki kavramlar\\u0131 aramak i\\u00e7in \\u00e7areler sunaca\\u011f\\u0131z.\\n\\nAccess Sorgu \\u00d6rnekleri\\nAccess sorgu \\u00f6l\\u00e7\\u00fctleri\\nAccess sorgu form\\u00fclleri\\nEkleme sorgusu\\nVeritaban\\u0131 sorgu nedir\\nSQL sorgu \\u00e7al\\u0131\\u015ft\\u0131rma\\n\\u0130leri Seviye SQL sorgular\\u0131\\nveri taban\\u0131nda tablolar grubu hangi sekmede yer al\\u0131r?\\n\\nTibshirani, N &lt; D oldu\\u011funda, kullan\\u0131lan istatistiksel modelin basit olmas\\u0131 gerekti\\u011fini (veya serbest de\\u011fi\\u015fkenlerin say\\u0131s\\u0131n\\u0131n az olmas\\u0131 gerekti\\u011fini), b\\u00f6ylece elde edilen \\u00e7\\u00f6z\\u00fcm\\u00fcn verilere fazla uymamas\\u0131n\\u0131 belirtir. \\u00d6nerilen en yak\\u0131n k\\u00fc\\u00e7\\u00fclt\\u00fclm\\u00fc\\u015f merkezler \\u015femas\\u0131, N &lt; D oldu\\u011fu DNA mikro dizi verilerinin analizinde umut verici sonu\\u00e7lar g\\u00f6sterir. Ancak, alg\\u0131sal \\u00f6zellikler, bir g\\u00f6r\\u00fcnt\\u00fc konseptini tasvir etmek i\\u00e7in y\\u00fcksek s\\u0131ralarda birbirleriyle etkile\\u015fime girer.\\n\\nBu nedenle, SVM&#039;lerle \\u00e7al\\u0131\\u015fmak i\\u00e7in bir \\u00e7ekirdek i\\u015flevi kullanmak mant\\u0131kl\\u0131 bir se\\u00e7im gibi g\\u00f6r\\u00fcn\\u00fcyor. Daha \\u00f6nce bahsedildi\\u011fi gibi, DVM&#039;lerin ikili form\\u00fclasyonu, D&#039;den ba\\u011f\\u0131ms\\u0131z olarak yaln\\u0131zca N serbest de\\u011fi\\u015fkenden olu\\u015fur. Aktif \\u00f6\\u011frenme yoluyla e\\u011fitim verilerinin dikkatli bir \\u015fekilde se\\u00e7ilmesi, fazla uydurma ile ilgili endi\\u015feleri azaltabilir.\\n\\n\\u0130kinci yakla\\u015f\\u0131m, verilen N \\u00f6rneklerinden e\\u011fitim \\u00f6rneklerinin say\\u0131s\\u0131n\\u0131 art\\u0131rmakt\\u0131r. Sezgilere ayk\\u0131r\\u0131 gelse de, negatif e\\u011fitim \\u00f6rneklerinin azl\\u0131\\u011f\\u0131, \\u00f6\\u011frenme algoritmalar\\u0131m\\u0131z i\\u00e7in pozitif e\\u011fitim \\u00f6rneklerinin azl\\u0131\\u011f\\u0131ndan daha sorunludur.\\n\\nBunun nedeni, &quot;kaplanlar&quot; gibi bir kavram\\u0131 tan\\u0131mlaman\\u0131n zor olabilmesi, ancak olumsuzlanm\\u0131\\u015f bir kavram\\u0131 (bu durumda &quot;kaplan olmayan&quot; kavram\\u0131) tan\\u0131mlaman\\u0131n potansiyel olarak sonsuz bilgi gerektirebilmesidir. (Kaplan kavram\\u0131n\\u0131 yeterince tasvir etmek i\\u00e7in yaln\\u0131zca s\\u0131n\\u0131rl\\u0131 say\\u0131da g\\u00f6r\\u00fcnt\\u00fcye ihtiya\\u00e7 vard\\u0131r, ancak kaplan olmayan g\\u00f6r\\u00fcnt\\u00fclerin say\\u0131s\\u0131 sonsuzdur.)\\n\\nOlumsuz e\\u011fitim \\u00f6rneklerini bulmak \\u00f6nemli \\u00f6l\\u00e7\\u00fcde daha kolayd\\u0131r, ancak ayn\\u0131 zamanda, olumsuzlanan bir kavram\\u0131 tasvir etmek i\\u00e7in gereken olumsuz \\u00f6rneklerin say\\u0131s\\u0131 \\u00e7ok fazla olabilir. Bu nedenle, negatif ve pozitif \\u00f6rnekler aras\\u0131nda s\\u0131n\\u0131f s\\u0131n\\u0131r\\u0131n\\u0131 do\\u011fru bir \\u015fekilde olu\\u015fturmak i\\u00e7in \\u00f6nemli say\\u0131da negatif e\\u011fitim \\u00f6rne\\u011fine ihtiyac\\u0131m\\u0131z var.\\n\\nSVMActive algoritmas\\u0131n\\u0131 tekrar ziyaret edelim. Her \\u00f6rnekleme turunda, marjda bulunan ve ayn\\u0131 zamanda b\\u00f6len hiper d\\u00fczleme yak\\u0131n olan nesneleri se\\u00e7er. Marj geni\\u015fse (negatif taraftaki deste\\u011fin olmamas\\u0131 nedeniyle), bu geni\\u015f marjda pozitif bir e\\u011fitim \\u00f6rne\\u011finin bulunma olas\\u0131l\\u0131\\u011f\\u0131 d\\u00fc\\u015f\\u00fckt\\u00fcr.\\n\\nAmac\\u0131m\\u0131z, hedef kavram\\u0131 tasvir etmek i\\u00e7in yeterince olumlu e\\u011fitim \\u00f6rne\\u011fi bulmakt\\u0131r. Ancak, yeterli negatif e\\u011fitim \\u00f6rne\\u011fi toplaman\\u0131n zorlu\\u011fu, pozitif e\\u011fitim \\u00f6rne\\u011fi bulma s\\u00fcrecini yava\\u015flat\\u0131r. \\u00d6\\u011frenme s\\u00fcreci, bir nehirde alt\\u0131n madencili\\u011fine benzer. Alt\\u0131n\\u0131 (ilgili \\u00f6rnekler) hasat etmenin en verimli yolu, suyu, \\u00e7amuru ve kumu (negatif etiketli \\u00f6rnekler) h\\u0131zl\\u0131 bir \\u015fekilde filtrelemektir.\\n\\nYetersiz e\\u011fitim verisi problemini \\u00e7\\u00f6zmek i\\u00e7in, \\u00e7e\\u015fitli uygulamalar i\\u00e7in farkl\\u0131 \\u00f6\\u011frenme algoritmalar\\u0131yla \\u00e7al\\u0131\\u015fmak \\u00fczere transd\\u00fcktif \\u00f6\\u011frenme \\u00f6nerilmi\\u015ftir. Transd\\u00fcksiyonun temel fikri, etiketlenmemi\\u015f verileri etiketlenmi\\u015f verilerin yan\\u0131nda kullanmakt\\u0131r. Negatif e\\u011fitim \\u00f6rneklerinin en yak\\u0131n kom\\u015fular\\u0131n\\u0131n her zaman negatif oldu\\u011funu varsayal\\u0131m.\\n\\nDaha sonra negatif etiketli havuzu \\u00f6nemli \\u00f6l\\u00e7\\u00fcde art\\u0131rmak i\\u00e7in kom\\u015fu \\u00f6rnekleri kullanabiliriz. Bununla birlikte, yanl\\u0131\\u015f &quot;tahminler&quot; nedeniyle verilerin yanl\\u0131\\u015f etiketlenmesi sonu\\u00e7lar\\u0131 bozabilece\\u011finden, \\u00e7eviri dikkatle yap\\u0131lmal\\u0131d\\u0131r. Ne yaz\\u0131k ki transd\\u00fcksiyon performans\\u0131 s\\u00fcrekli olarak tutars\\u0131zd\\u0131r. Performans\\u0131 hem uygulamaya hem de veri k\\u00fcmesine ba\\u011fl\\u0131 olabilir.\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\\\/#mainImage\"},\"datePublished\":\"2022-11-01T16:47:07+03:00\",\"dateModified\":\"2022-11-01T16:47:07+03:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/#website\",\"url\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/\",\"name\":\"Makale Yapt\\u0131rma - LH\",\"description\":\"0 (312) 276 75 93 - Essay Yazd\\u0131rma, Proje Yapt\\u0131rma, Tez Yazd\\u0131rma, \\u00d6dev Yapt\\u0131rma, Makale Yazd\\u0131rma, Blog Yapt\\u0131rma, Blog Makale Yapt\\u0131rma *** Essay, Makale, \\u00d6dev, Tez, Proje Yazd\\u0131rma Merkezi... *** 7\\\/24 Hizmet Veriyoruz.... Mail kanallar\\u0131n\\u0131 kullanarak fiyat teklifi alabilirsiniz.  bestessayhomework@gmail.com , Makale YAZDIRMA siteleri, Parayla makale YAZDIRMA, Seo makale fiyatlar\\u0131, Sayfa ba\\u015f\\u0131 yaz\\u0131 yazma \\u00fccreti, \\u0130ngilizce makale yazd\\u0131rma, Akademik makale YAZDIRMA, Makale Fiyatlar\\u0131 2022, Makale yazma, Blog Yazd\\u0131rma, Blog Yazd\\u0131rmak \\u0130stiyorum\",\"inLanguage\":\"tr-TR\",\"publisher\":{\"@id\":\"https:\\\/\\\/legendhomework.com\\\/tr\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO Pro -->\r\n\t\t<title>Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH<\/title>\n\n","aioseo_head_json":{"title":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH","description":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0'lar ve 1'ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar","canonical_url":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"BLwpujKNw0UduxFeX4HXQCaXI4CuWJPUXkyEJBeO6Xs","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#blogposting","name":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH","headline":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma  \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri","author":{"@id":"https:\/\/legendhomework.com\/tr\/author\/yazilimdeniz\/#author"},"publisher":{"@id":"https:\/\/legendhomework.com\/tr\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rap.jpeg","width":1030,"height":579,"caption":"Sorgu \u0130\u015fleme\n\nSorgu-kavram \u00f6\u011frenmenin ilk zorlu\u011fu, kavram s\u0131n\u0131r\u0131n\u0131n (ilgili olan ve olmayan g\u00f6r\u00fcnt\u00fcler aras\u0131ndaki) belirsiz bir \u015fekilde tan\u0131mlanabilmesi i\u00e7in ilgili baz\u0131 nesneleri bulmakt\u0131r. Bu tart\u0131\u015fma i\u00e7in, sorgu i\u015flemeye yard\u0131mc\u0131 olacak anahtar kelimelerin bulunmad\u0131\u011f\u0131n\u0131 varsay\u0131yoruz.\n\nG\u00f6r\u00fcnt\u00fc i\u00e7eri\u011finden bir kavram\u0131 \u00f6\u011frenmek i\u00e7in istatistiksel y\u00f6ntemlerin ne kadar ileri gidebilece\u011fini g\u00f6rmek istiyoruz (i\u00e7erik, renk, doku ve \u015fekil gibi alg\u0131sal \u00f6zellikleri ifade eder). Veri k\u00fcmesinin yaln\u0131zca k\u00fc\u00e7\u00fck bir b\u00f6l\u00fcm\u00fc hedef konsepti kar\u015f\u0131l\u0131yorsa, ilgili bir nesneyi bulmak zor olabilir.\n\n\u00d6rne\u011fin, bir milyon resimlik bir veri k\u00fcmesindeki istenen nesne say\u0131s\u0131n\u0131n 1.000 (yani, veri k\u00fcmesinin %0,1'i) oldu\u011funu varsayal\u0131m. Kullan\u0131c\u0131lar\u0131n ilgili nesneleri tan\u0131mlamas\u0131 i\u00e7in tur ba\u015f\u0131na rastgele 20 nesne se\u00e7ersek, be\u015f tur rastgele \u00f6rneklemeden sonra pozitif bir \u00f6rnek bulma olas\u0131l\u0131\u011f\u0131 yaln\u0131zca %10'dur ve a\u00e7\u0131k\u00e7a kabul edilemez.\n\nSorgu kavram\u0131 \u00f6\u011frenimini ba\u015flatmak i\u00e7in ilgili \u00f6rnekleri h\u0131zla bulan Maksimize Edilen Beklenen Genelleme Algoritmas\u0131 gibi ak\u0131ll\u0131 bir \u00f6rnekleme y\u00f6ntemiyle olas\u0131l\u0131klar\u0131 art\u0131rabiliriz. Matematiksel ayr\u0131nt\u0131lara girmeden a\u00e7\u0131klamak i\u00e7in MEGA, daha olumsuz \u00f6rnekleri kald\u0131rmak i\u00e7in verilen negatif etiketli \u00f6rnekleri kullan\u0131r.\n\nEk olarak MEGA, ilgisiz \u00f6zellikleri ortadan kald\u0131rmak i\u00e7in pozitif \u00f6rnekleri kullan\u0131r. Daha spesifik olarak, MEGA, neredeyse t\u00fcm pratik sorgulama kavramlar\u0131n\u0131 ifade edebilen k-CNF'de bir sorgu kavram\u0131n\u0131 modeller; ve MEGA, \u00f6rnekleme uzay\u0131n\u0131 modellemek i\u00e7in k-DNF'yi kullan\u0131r.\n\nPozitif olarak etiketlenmi\u015f bir \u00f6rnek, k-CNF'deki terimleri ortadan kald\u0131rabilir ve dolay\u0131s\u0131yla onu daha genel hale getirir. Negatif olarak etiketlenmi\u015f bir \u00f6rnek, k-DNF'deki terimleri ortadan kald\u0131rabilir ve bu nedenle ek negatif \u00f6rneklerin kald\u0131r\u0131lmas\u0131n\u0131 daha k\u0131s\u0131tlay\u0131c\u0131 hale getirir.\n\nBirbirini tamamlayan iki ad\u0131m, kavram iyile\u015ftirme ve \u00f6rnek se\u00e7imi\u2014ba\u015flang\u0131\u00e7ta yaln\u0131zca olumsuz \u00f6rnekler mevcut olsa bile ilgili \u00f6rnekleri bulma olas\u0131l\u0131\u011f\u0131n\u0131 art\u0131r\u0131r.\n\nBir milyon g\u00f6r\u00fcnt\u00fcl\u00fc veri k\u00fcmesi \u00f6rne\u011fiyle devam edecek olursak, negatif \u00f6rnekleri azaltarak arama alan\u0131n\u0131 bir milyondan otuz bine indirebilirsek, ayn\u0131 anda pozitif bir \u00f6rnek bulma olas\u0131l\u0131\u011f\u0131n\u0131 %0,1'den %3,3'e \u00e7\u0131kar\u0131r\u0131z. B\u00f6ylece, 20 rastgele \u00f6rnekten olu\u015fan be\u015f turdan sonra bir pozitif \u00f6rnek bulma olas\u0131l\u0131\u011f\u0131n\u0131 %10'dan %97'ye y\u00fckseltiyoruz.\u00a0Baz\u0131 ilgili ve baz\u0131 alakas\u0131z \u00f6rnekler tan\u0131mland\u0131ktan sonra, s\u0131n\u0131f s\u0131n\u0131r\u0131n\u0131 iyile\u015ftirmek i\u00e7in SVMActive'i kullanabiliriz.\n\nSezgisel olarak, SVMActive a\u015fa\u011f\u0131daki \u00fc\u00e7 fikri birle\u015ftirerek \u00e7al\u0131\u015f\u0131r:\n\n1. SVMActive, bir hedef kavram\u0131 \u00f6\u011frenme g\u00f6revini, bir SVM ikili s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131n\u0131 \u00f6\u011frenme g\u00f6revi olarak g\u00f6r\u00fcr. Bir SVM, genellikle \u00e7ok y\u00fcksek boyutlu bir projeksiyonlu alanda bir hiper d\u00fczlemle ilgili g\u00f6r\u00fcnt\u00fcleri alakas\u0131z g\u00f6r\u00fcnt\u00fclerden ay\u0131rarak sorgu kavram\u0131n\u0131 yakalar. Hiperd\u00fczlemin bir taraf\u0131ndaki yans\u0131t\u0131lan noktalar, sorgu konseptiyle ilgili olarak kabul edilir ve geri kalan\u0131 ilgisizdir.\n\n2. SVMActive, aktif \u00f6\u011frenme yoluyla s\u0131n\u0131fland\u0131r\u0131c\u0131y\u0131 h\u0131zl\u0131 bir \u015fekilde \u00f6\u011frenir. SVMActive'\u0131n aktif k\u0131sm\u0131, SVM s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131n\u0131 e\u011fitmek i\u00e7in en bilgilendirici etiketli \u00f6rnekleri se\u00e7er. Bu ad\u0131m, az say\u0131da geri bildirim turunda sorgu kavram\u0131na h\u0131zl\u0131 yak\u0131nsama sa\u011flar.\n\nEn bilgilendirici \u00f6rnekler, hiper d\u00fczleme en yak\u0131n kenar bo\u015flu\u011fundaki \u00f6rneklerdir. Bu \u00f6rnekler, pozitif veya negatif \u00fcyelikleri konusunda en belirsizken, pozitif (negatif) taraftaki hiperd\u00fczlemden daha uzaktaki noktalar\u0131n pozitif (negatif) oldu\u011fu daha kesindir.\n\n3. S\u0131n\u0131fland\u0131r\u0131c\u0131 e\u011fitildikten sonra, SVMActive en alakal\u0131 ilk k g\u00f6r\u00fcnt\u00fcy\u00fc d\u00f6nd\u00fcr\u00fcr. Bunlar, sorgu kavram\u0131 taraf\u0131nda hiperd\u00fczlemden en uzaktaki k g\u00f6r\u00fcnt\u00fclerdir.\n\nK\u0131sacas\u0131, ilgili ilk g\u00f6r\u00fcnt\u00fcleri bulmak i\u00e7in MEGA'y\u0131 kullanabilir ve ard\u0131ndan ikili s\u0131n\u0131fland\u0131r\u0131c\u0131y\u0131 iyile\u015ftirmek ve d\u00f6nd\u00fcr\u00fclen g\u00f6r\u00fcnt\u00fcleri s\u0131ralamak i\u00e7in SVMActive'e ge\u00e7ebiliriz. Bu y\u00f6ntem, bir kavram\u0131n karma\u015f\u0131kl\u0131\u011f\u0131 \u00e7ok y\u00fcksek olmad\u0131\u011f\u0131nda bir sorgu kavram\u0131n\u0131 etkili bir \u015fekilde \u00f6\u011frenebilir. Kavram karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 b\u00f6l\u00fcm\u00fcn ilerleyen k\u0131s\u0131mlar\u0131nda tan\u0131mlayaca\u011f\u0131z ve y\u00fcksek karma\u015f\u0131kl\u0131ktaki kavramlar\u0131 aramak i\u00e7in \u00e7areler sunaca\u011f\u0131z.\n\nAccess Sorgu \u00d6rnekleri\nAccess sorgu \u00f6l\u00e7\u00fctleri\nAccess sorgu form\u00fclleri\nEkleme sorgusu\nVeritaban\u0131 sorgu nedir\nSQL sorgu \u00e7al\u0131\u015ft\u0131rma\n\u0130leri Seviye SQL sorgular\u0131\nveri taban\u0131nda tablolar grubu hangi sekmede yer al\u0131r?\n\nTibshirani, N &lt; D oldu\u011funda, kullan\u0131lan istatistiksel modelin basit olmas\u0131 gerekti\u011fini (veya serbest de\u011fi\u015fkenlerin say\u0131s\u0131n\u0131n az olmas\u0131 gerekti\u011fini), b\u00f6ylece elde edilen \u00e7\u00f6z\u00fcm\u00fcn verilere fazla uymamas\u0131n\u0131 belirtir. \u00d6nerilen en yak\u0131n k\u00fc\u00e7\u00fclt\u00fclm\u00fc\u015f merkezler \u015femas\u0131, N &lt; D oldu\u011fu DNA mikro dizi verilerinin analizinde umut verici sonu\u00e7lar g\u00f6sterir. Ancak, alg\u0131sal \u00f6zellikler, bir g\u00f6r\u00fcnt\u00fc konseptini tasvir etmek i\u00e7in y\u00fcksek s\u0131ralarda birbirleriyle etkile\u015fime girer.\n\nBu nedenle, SVM&#039;lerle \u00e7al\u0131\u015fmak i\u00e7in bir \u00e7ekirdek i\u015flevi kullanmak mant\u0131kl\u0131 bir se\u00e7im gibi g\u00f6r\u00fcn\u00fcyor. Daha \u00f6nce bahsedildi\u011fi gibi, DVM&#039;lerin ikili form\u00fclasyonu, D&#039;den ba\u011f\u0131ms\u0131z olarak yaln\u0131zca N serbest de\u011fi\u015fkenden olu\u015fur. Aktif \u00f6\u011frenme yoluyla e\u011fitim verilerinin dikkatli bir \u015fekilde se\u00e7ilmesi, fazla uydurma ile ilgili endi\u015feleri azaltabilir.\n\n\u0130kinci yakla\u015f\u0131m, verilen N \u00f6rneklerinden e\u011fitim \u00f6rneklerinin say\u0131s\u0131n\u0131 art\u0131rmakt\u0131r. Sezgilere ayk\u0131r\u0131 gelse de, negatif e\u011fitim \u00f6rneklerinin azl\u0131\u011f\u0131, \u00f6\u011frenme algoritmalar\u0131m\u0131z i\u00e7in pozitif e\u011fitim \u00f6rneklerinin azl\u0131\u011f\u0131ndan daha sorunludur.\n\nBunun nedeni, &quot;kaplanlar&quot; gibi bir kavram\u0131 tan\u0131mlaman\u0131n zor olabilmesi, ancak olumsuzlanm\u0131\u015f bir kavram\u0131 (bu durumda &quot;kaplan olmayan&quot; kavram\u0131) tan\u0131mlaman\u0131n potansiyel olarak sonsuz bilgi gerektirebilmesidir. (Kaplan kavram\u0131n\u0131 yeterince tasvir etmek i\u00e7in yaln\u0131zca s\u0131n\u0131rl\u0131 say\u0131da g\u00f6r\u00fcnt\u00fcye ihtiya\u00e7 vard\u0131r, ancak kaplan olmayan g\u00f6r\u00fcnt\u00fclerin say\u0131s\u0131 sonsuzdur.)\n\nOlumsuz e\u011fitim \u00f6rneklerini bulmak \u00f6nemli \u00f6l\u00e7\u00fcde daha kolayd\u0131r, ancak ayn\u0131 zamanda, olumsuzlanan bir kavram\u0131 tasvir etmek i\u00e7in gereken olumsuz \u00f6rneklerin say\u0131s\u0131 \u00e7ok fazla olabilir. Bu nedenle, negatif ve pozitif \u00f6rnekler aras\u0131nda s\u0131n\u0131f s\u0131n\u0131r\u0131n\u0131 do\u011fru bir \u015fekilde olu\u015fturmak i\u00e7in \u00f6nemli say\u0131da negatif e\u011fitim \u00f6rne\u011fine ihtiyac\u0131m\u0131z var.\n\nSVMActive algoritmas\u0131n\u0131 tekrar ziyaret edelim. Her \u00f6rnekleme turunda, marjda bulunan ve ayn\u0131 zamanda b\u00f6len hiper d\u00fczleme yak\u0131n olan nesneleri se\u00e7er. Marj geni\u015fse (negatif taraftaki deste\u011fin olmamas\u0131 nedeniyle), bu geni\u015f marjda pozitif bir e\u011fitim \u00f6rne\u011finin bulunma olas\u0131l\u0131\u011f\u0131 d\u00fc\u015f\u00fckt\u00fcr.\n\nAmac\u0131m\u0131z, hedef kavram\u0131 tasvir etmek i\u00e7in yeterince olumlu e\u011fitim \u00f6rne\u011fi bulmakt\u0131r. Ancak, yeterli negatif e\u011fitim \u00f6rne\u011fi toplaman\u0131n zorlu\u011fu, pozitif e\u011fitim \u00f6rne\u011fi bulma s\u00fcrecini yava\u015flat\u0131r. \u00d6\u011frenme s\u00fcreci, bir nehirde alt\u0131n madencili\u011fine benzer. Alt\u0131n\u0131 (ilgili \u00f6rnekler) hasat etmenin en verimli yolu, suyu, \u00e7amuru ve kumu (negatif etiketli \u00f6rnekler) h\u0131zl\u0131 bir \u015fekilde filtrelemektir.\n\nYetersiz e\u011fitim verisi problemini \u00e7\u00f6zmek i\u00e7in, \u00e7e\u015fitli uygulamalar i\u00e7in farkl\u0131 \u00f6\u011frenme algoritmalar\u0131yla \u00e7al\u0131\u015fmak \u00fczere transd\u00fcktif \u00f6\u011frenme \u00f6nerilmi\u015ftir. Transd\u00fcksiyonun temel fikri, etiketlenmemi\u015f verileri etiketlenmi\u015f verilerin yan\u0131nda kullanmakt\u0131r. Negatif e\u011fitim \u00f6rneklerinin en yak\u0131n kom\u015fular\u0131n\u0131n her zaman negatif oldu\u011funu varsayal\u0131m.\n\nDaha sonra negatif etiketli havuzu \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rmak i\u00e7in kom\u015fu \u00f6rnekleri kullanabiliriz. Bununla birlikte, yanl\u0131\u015f &quot;tahminler&quot; nedeniyle verilerin yanl\u0131\u015f etiketlenmesi sonu\u00e7lar\u0131 bozabilece\u011finden, \u00e7eviri dikkatle yap\u0131lmal\u0131d\u0131r. Ne yaz\u0131k ki transd\u00fcksiyon performans\u0131 s\u00fcrekli olarak tutars\u0131zd\u0131r. Performans\u0131 hem uygulamaya hem de veri k\u00fcmesine ba\u011fl\u0131 olabilir."},"datePublished":"2022-11-01T16:47:07+03:00","dateModified":"2022-11-01T16:47:07+03:00","inLanguage":"tr-TR","mainEntityOfPage":{"@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#webpage"},"isPartOf":{"@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#webpage"},"articleSection":"Ak\u0131\u015f diyagram\u0131, Ak\u0131\u015f Diyagram\u0131 \u00d6rnekleri, Algoritma \u00d6rnekleri, Algoritma ve PROGRAMLAMA PDF, Ak\u0131\u015f diyagram\u0131, Ak\u0131\u015f Diyagram\u0131 \u00d6rnekleri, Ak\u0131\u015f Diyagram\u0131 Sembolleri, Algoritma \u00d6rnekleri, Algoritma Sorular\u0131, Algoritma ve ak\u0131\u015f \u015femas\u0131, Algoritma ve PROGRAMLAMA PDF, C de\u011fi\u015fkenler"},{"@type":"BreadcrumbList","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr#listItem","position":1,"name":"Ev","item":"https:\/\/legendhomework.com\/tr","nextItem":{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr\/category\/akis-diyagrami\/#listItem","name":"Ak\u0131\u015f diyagram\u0131"}},{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr\/category\/akis-diyagrami\/#listItem","position":2,"name":"Ak\u0131\u015f diyagram\u0131","item":"https:\/\/legendhomework.com\/tr\/category\/akis-diyagrami\/","nextItem":{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#listItem","name":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma  \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri"},"previousItem":{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr#listItem","name":"Ev"}},{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#listItem","position":3,"name":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma  \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri","previousItem":{"@type":"ListItem","@id":"https:\/\/legendhomework.com\/tr\/category\/akis-diyagrami\/#listItem","name":"Ak\u0131\u015f diyagram\u0131"}}]},{"@type":"Organization","@id":"https:\/\/legendhomework.com\/tr\/#organization","name":"Makale Yapt\u0131rma - LH","description":"0 (312) 276 75 93 - Essay Yazd\u0131rma, Proje Yapt\u0131rma, Tez Yazd\u0131rma, \u00d6dev Yapt\u0131rma, Makale Yazd\u0131rma, Blog Yapt\u0131rma, Blog Makale Yapt\u0131rma *** Essay, Makale, \u00d6dev, Tez, Proje Yazd\u0131rma Merkezi... *** 7\/24 Hizmet Veriyoruz.... Mail kanallar\u0131n\u0131 kullanarak fiyat teklifi alabilirsiniz.  bestessayhomework@gmail.com , Makale YAZDIRMA siteleri, Parayla makale YAZDIRMA, Seo makale fiyatlar\u0131, Sayfa ba\u015f\u0131 yaz\u0131 yazma \u00fccreti, \u0130ngilizce makale yazd\u0131rma, Akademik makale YAZDIRMA, Makale Fiyatlar\u0131 2022, Makale yazma, Blog Yazd\u0131rma, Blog Yazd\u0131rmak \u0130stiyorum","url":"https:\/\/legendhomework.com\/tr\/","telephone":"+905423712952","logo":{"@type":"ImageObject","url":"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#organizationLogo","width":304,"height":166,"caption":"Rapor Nas\u0131l Yaz\u0131l\u0131r ?\u00a0 \u2013 Rapor Nas\u0131l Haz\u0131rlan\u0131r? \u2013 Rapor \u00d6devi Nedir? \u2013 Rapor Haz\u0131rlatma -Rapor \u00dccretleri \u2013 Rapor Haz\u0131rlatma \u00dccretleri"},"image":{"@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#organizationLogo"}},{"@type":"Person","@id":"https:\/\/legendhomework.com\/tr\/author\/yazilimdeniz\/#author","url":"https:\/\/legendhomework.com\/tr\/author\/yazilimdeniz\/","name":"Makale Deniz","image":{"@type":"ImageObject","url":"https:\/\/secure.gravatar.com\/avatar\/59ec4d60e791736e5f50cd9ac0ecc04e5bd2717e59e7eefa2b7199c62ff027d5?s=96&d=mm&r=g"}},{"@type":"WebPage","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#webpage","url":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/","name":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH","description":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0'lar ve 1'ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar","inLanguage":"tr-TR","isPartOf":{"@id":"https:\/\/legendhomework.com\/tr\/#website"},"breadcrumb":{"@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#breadcrumblist"},"author":{"@id":"https:\/\/legendhomework.com\/tr\/author\/yazilimdeniz\/#author"},"creator":{"@id":"https:\/\/legendhomework.com\/tr\/author\/yazilimdeniz\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rap.jpeg","@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#mainImage","width":1030,"height":579,"caption":"Sorgu \u0130\u015fleme\n\nSorgu-kavram \u00f6\u011frenmenin ilk zorlu\u011fu, kavram s\u0131n\u0131r\u0131n\u0131n (ilgili olan ve olmayan g\u00f6r\u00fcnt\u00fcler aras\u0131ndaki) belirsiz bir \u015fekilde tan\u0131mlanabilmesi i\u00e7in ilgili baz\u0131 nesneleri bulmakt\u0131r. Bu tart\u0131\u015fma i\u00e7in, sorgu i\u015flemeye yard\u0131mc\u0131 olacak anahtar kelimelerin bulunmad\u0131\u011f\u0131n\u0131 varsay\u0131yoruz.\n\nG\u00f6r\u00fcnt\u00fc i\u00e7eri\u011finden bir kavram\u0131 \u00f6\u011frenmek i\u00e7in istatistiksel y\u00f6ntemlerin ne kadar ileri gidebilece\u011fini g\u00f6rmek istiyoruz (i\u00e7erik, renk, doku ve \u015fekil gibi alg\u0131sal \u00f6zellikleri ifade eder). Veri k\u00fcmesinin yaln\u0131zca k\u00fc\u00e7\u00fck bir b\u00f6l\u00fcm\u00fc hedef konsepti kar\u015f\u0131l\u0131yorsa, ilgili bir nesneyi bulmak zor olabilir.\n\n\u00d6rne\u011fin, bir milyon resimlik bir veri k\u00fcmesindeki istenen nesne say\u0131s\u0131n\u0131n 1.000 (yani, veri k\u00fcmesinin %0,1'i) oldu\u011funu varsayal\u0131m. Kullan\u0131c\u0131lar\u0131n ilgili nesneleri tan\u0131mlamas\u0131 i\u00e7in tur ba\u015f\u0131na rastgele 20 nesne se\u00e7ersek, be\u015f tur rastgele \u00f6rneklemeden sonra pozitif bir \u00f6rnek bulma olas\u0131l\u0131\u011f\u0131 yaln\u0131zca %10'dur ve a\u00e7\u0131k\u00e7a kabul edilemez.\n\nSorgu kavram\u0131 \u00f6\u011frenimini ba\u015flatmak i\u00e7in ilgili \u00f6rnekleri h\u0131zla bulan Maksimize Edilen Beklenen Genelleme Algoritmas\u0131 gibi ak\u0131ll\u0131 bir \u00f6rnekleme y\u00f6ntemiyle olas\u0131l\u0131klar\u0131 art\u0131rabiliriz. Matematiksel ayr\u0131nt\u0131lara girmeden a\u00e7\u0131klamak i\u00e7in MEGA, daha olumsuz \u00f6rnekleri kald\u0131rmak i\u00e7in verilen negatif etiketli \u00f6rnekleri kullan\u0131r.\n\nEk olarak MEGA, ilgisiz \u00f6zellikleri ortadan kald\u0131rmak i\u00e7in pozitif \u00f6rnekleri kullan\u0131r. Daha spesifik olarak, MEGA, neredeyse t\u00fcm pratik sorgulama kavramlar\u0131n\u0131 ifade edebilen k-CNF'de bir sorgu kavram\u0131n\u0131 modeller; ve MEGA, \u00f6rnekleme uzay\u0131n\u0131 modellemek i\u00e7in k-DNF'yi kullan\u0131r.\n\nPozitif olarak etiketlenmi\u015f bir \u00f6rnek, k-CNF'deki terimleri ortadan kald\u0131rabilir ve dolay\u0131s\u0131yla onu daha genel hale getirir. Negatif olarak etiketlenmi\u015f bir \u00f6rnek, k-DNF'deki terimleri ortadan kald\u0131rabilir ve bu nedenle ek negatif \u00f6rneklerin kald\u0131r\u0131lmas\u0131n\u0131 daha k\u0131s\u0131tlay\u0131c\u0131 hale getirir.\n\nBirbirini tamamlayan iki ad\u0131m, kavram iyile\u015ftirme ve \u00f6rnek se\u00e7imi\u2014ba\u015flang\u0131\u00e7ta yaln\u0131zca olumsuz \u00f6rnekler mevcut olsa bile ilgili \u00f6rnekleri bulma olas\u0131l\u0131\u011f\u0131n\u0131 art\u0131r\u0131r.\n\nBir milyon g\u00f6r\u00fcnt\u00fcl\u00fc veri k\u00fcmesi \u00f6rne\u011fiyle devam edecek olursak, negatif \u00f6rnekleri azaltarak arama alan\u0131n\u0131 bir milyondan otuz bine indirebilirsek, ayn\u0131 anda pozitif bir \u00f6rnek bulma olas\u0131l\u0131\u011f\u0131n\u0131 %0,1'den %3,3'e \u00e7\u0131kar\u0131r\u0131z. B\u00f6ylece, 20 rastgele \u00f6rnekten olu\u015fan be\u015f turdan sonra bir pozitif \u00f6rnek bulma olas\u0131l\u0131\u011f\u0131n\u0131 %10'dan %97'ye y\u00fckseltiyoruz.\u00a0Baz\u0131 ilgili ve baz\u0131 alakas\u0131z \u00f6rnekler tan\u0131mland\u0131ktan sonra, s\u0131n\u0131f s\u0131n\u0131r\u0131n\u0131 iyile\u015ftirmek i\u00e7in SVMActive'i kullanabiliriz.\n\nSezgisel olarak, SVMActive a\u015fa\u011f\u0131daki \u00fc\u00e7 fikri birle\u015ftirerek \u00e7al\u0131\u015f\u0131r:\n\n1. SVMActive, bir hedef kavram\u0131 \u00f6\u011frenme g\u00f6revini, bir SVM ikili s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131n\u0131 \u00f6\u011frenme g\u00f6revi olarak g\u00f6r\u00fcr. Bir SVM, genellikle \u00e7ok y\u00fcksek boyutlu bir projeksiyonlu alanda bir hiper d\u00fczlemle ilgili g\u00f6r\u00fcnt\u00fcleri alakas\u0131z g\u00f6r\u00fcnt\u00fclerden ay\u0131rarak sorgu kavram\u0131n\u0131 yakalar. Hiperd\u00fczlemin bir taraf\u0131ndaki yans\u0131t\u0131lan noktalar, sorgu konseptiyle ilgili olarak kabul edilir ve geri kalan\u0131 ilgisizdir.\n\n2. SVMActive, aktif \u00f6\u011frenme yoluyla s\u0131n\u0131fland\u0131r\u0131c\u0131y\u0131 h\u0131zl\u0131 bir \u015fekilde \u00f6\u011frenir. SVMActive'\u0131n aktif k\u0131sm\u0131, SVM s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131n\u0131 e\u011fitmek i\u00e7in en bilgilendirici etiketli \u00f6rnekleri se\u00e7er. Bu ad\u0131m, az say\u0131da geri bildirim turunda sorgu kavram\u0131na h\u0131zl\u0131 yak\u0131nsama sa\u011flar.\n\nEn bilgilendirici \u00f6rnekler, hiper d\u00fczleme en yak\u0131n kenar bo\u015flu\u011fundaki \u00f6rneklerdir. Bu \u00f6rnekler, pozitif veya negatif \u00fcyelikleri konusunda en belirsizken, pozitif (negatif) taraftaki hiperd\u00fczlemden daha uzaktaki noktalar\u0131n pozitif (negatif) oldu\u011fu daha kesindir.\n\n3. S\u0131n\u0131fland\u0131r\u0131c\u0131 e\u011fitildikten sonra, SVMActive en alakal\u0131 ilk k g\u00f6r\u00fcnt\u00fcy\u00fc d\u00f6nd\u00fcr\u00fcr. Bunlar, sorgu kavram\u0131 taraf\u0131nda hiperd\u00fczlemden en uzaktaki k g\u00f6r\u00fcnt\u00fclerdir.\n\nK\u0131sacas\u0131, ilgili ilk g\u00f6r\u00fcnt\u00fcleri bulmak i\u00e7in MEGA'y\u0131 kullanabilir ve ard\u0131ndan ikili s\u0131n\u0131fland\u0131r\u0131c\u0131y\u0131 iyile\u015ftirmek ve d\u00f6nd\u00fcr\u00fclen g\u00f6r\u00fcnt\u00fcleri s\u0131ralamak i\u00e7in SVMActive'e ge\u00e7ebiliriz. Bu y\u00f6ntem, bir kavram\u0131n karma\u015f\u0131kl\u0131\u011f\u0131 \u00e7ok y\u00fcksek olmad\u0131\u011f\u0131nda bir sorgu kavram\u0131n\u0131 etkili bir \u015fekilde \u00f6\u011frenebilir. Kavram karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 b\u00f6l\u00fcm\u00fcn ilerleyen k\u0131s\u0131mlar\u0131nda tan\u0131mlayaca\u011f\u0131z ve y\u00fcksek karma\u015f\u0131kl\u0131ktaki kavramlar\u0131 aramak i\u00e7in \u00e7areler sunaca\u011f\u0131z.\n\nAccess Sorgu \u00d6rnekleri\nAccess sorgu \u00f6l\u00e7\u00fctleri\nAccess sorgu form\u00fclleri\nEkleme sorgusu\nVeritaban\u0131 sorgu nedir\nSQL sorgu \u00e7al\u0131\u015ft\u0131rma\n\u0130leri Seviye SQL sorgular\u0131\nveri taban\u0131nda tablolar grubu hangi sekmede yer al\u0131r?\n\nTibshirani, N &lt; D oldu\u011funda, kullan\u0131lan istatistiksel modelin basit olmas\u0131 gerekti\u011fini (veya serbest de\u011fi\u015fkenlerin say\u0131s\u0131n\u0131n az olmas\u0131 gerekti\u011fini), b\u00f6ylece elde edilen \u00e7\u00f6z\u00fcm\u00fcn verilere fazla uymamas\u0131n\u0131 belirtir. \u00d6nerilen en yak\u0131n k\u00fc\u00e7\u00fclt\u00fclm\u00fc\u015f merkezler \u015femas\u0131, N &lt; D oldu\u011fu DNA mikro dizi verilerinin analizinde umut verici sonu\u00e7lar g\u00f6sterir. Ancak, alg\u0131sal \u00f6zellikler, bir g\u00f6r\u00fcnt\u00fc konseptini tasvir etmek i\u00e7in y\u00fcksek s\u0131ralarda birbirleriyle etkile\u015fime girer.\n\nBu nedenle, SVM&#039;lerle \u00e7al\u0131\u015fmak i\u00e7in bir \u00e7ekirdek i\u015flevi kullanmak mant\u0131kl\u0131 bir se\u00e7im gibi g\u00f6r\u00fcn\u00fcyor. Daha \u00f6nce bahsedildi\u011fi gibi, DVM&#039;lerin ikili form\u00fclasyonu, D&#039;den ba\u011f\u0131ms\u0131z olarak yaln\u0131zca N serbest de\u011fi\u015fkenden olu\u015fur. Aktif \u00f6\u011frenme yoluyla e\u011fitim verilerinin dikkatli bir \u015fekilde se\u00e7ilmesi, fazla uydurma ile ilgili endi\u015feleri azaltabilir.\n\n\u0130kinci yakla\u015f\u0131m, verilen N \u00f6rneklerinden e\u011fitim \u00f6rneklerinin say\u0131s\u0131n\u0131 art\u0131rmakt\u0131r. Sezgilere ayk\u0131r\u0131 gelse de, negatif e\u011fitim \u00f6rneklerinin azl\u0131\u011f\u0131, \u00f6\u011frenme algoritmalar\u0131m\u0131z i\u00e7in pozitif e\u011fitim \u00f6rneklerinin azl\u0131\u011f\u0131ndan daha sorunludur.\n\nBunun nedeni, &quot;kaplanlar&quot; gibi bir kavram\u0131 tan\u0131mlaman\u0131n zor olabilmesi, ancak olumsuzlanm\u0131\u015f bir kavram\u0131 (bu durumda &quot;kaplan olmayan&quot; kavram\u0131) tan\u0131mlaman\u0131n potansiyel olarak sonsuz bilgi gerektirebilmesidir. (Kaplan kavram\u0131n\u0131 yeterince tasvir etmek i\u00e7in yaln\u0131zca s\u0131n\u0131rl\u0131 say\u0131da g\u00f6r\u00fcnt\u00fcye ihtiya\u00e7 vard\u0131r, ancak kaplan olmayan g\u00f6r\u00fcnt\u00fclerin say\u0131s\u0131 sonsuzdur.)\n\nOlumsuz e\u011fitim \u00f6rneklerini bulmak \u00f6nemli \u00f6l\u00e7\u00fcde daha kolayd\u0131r, ancak ayn\u0131 zamanda, olumsuzlanan bir kavram\u0131 tasvir etmek i\u00e7in gereken olumsuz \u00f6rneklerin say\u0131s\u0131 \u00e7ok fazla olabilir. Bu nedenle, negatif ve pozitif \u00f6rnekler aras\u0131nda s\u0131n\u0131f s\u0131n\u0131r\u0131n\u0131 do\u011fru bir \u015fekilde olu\u015fturmak i\u00e7in \u00f6nemli say\u0131da negatif e\u011fitim \u00f6rne\u011fine ihtiyac\u0131m\u0131z var.\n\nSVMActive algoritmas\u0131n\u0131 tekrar ziyaret edelim. Her \u00f6rnekleme turunda, marjda bulunan ve ayn\u0131 zamanda b\u00f6len hiper d\u00fczleme yak\u0131n olan nesneleri se\u00e7er. Marj geni\u015fse (negatif taraftaki deste\u011fin olmamas\u0131 nedeniyle), bu geni\u015f marjda pozitif bir e\u011fitim \u00f6rne\u011finin bulunma olas\u0131l\u0131\u011f\u0131 d\u00fc\u015f\u00fckt\u00fcr.\n\nAmac\u0131m\u0131z, hedef kavram\u0131 tasvir etmek i\u00e7in yeterince olumlu e\u011fitim \u00f6rne\u011fi bulmakt\u0131r. Ancak, yeterli negatif e\u011fitim \u00f6rne\u011fi toplaman\u0131n zorlu\u011fu, pozitif e\u011fitim \u00f6rne\u011fi bulma s\u00fcrecini yava\u015flat\u0131r. \u00d6\u011frenme s\u00fcreci, bir nehirde alt\u0131n madencili\u011fine benzer. Alt\u0131n\u0131 (ilgili \u00f6rnekler) hasat etmenin en verimli yolu, suyu, \u00e7amuru ve kumu (negatif etiketli \u00f6rnekler) h\u0131zl\u0131 bir \u015fekilde filtrelemektir.\n\nYetersiz e\u011fitim verisi problemini \u00e7\u00f6zmek i\u00e7in, \u00e7e\u015fitli uygulamalar i\u00e7in farkl\u0131 \u00f6\u011frenme algoritmalar\u0131yla \u00e7al\u0131\u015fmak \u00fczere transd\u00fcktif \u00f6\u011frenme \u00f6nerilmi\u015ftir. Transd\u00fcksiyonun temel fikri, etiketlenmemi\u015f verileri etiketlenmi\u015f verilerin yan\u0131nda kullanmakt\u0131r. Negatif e\u011fitim \u00f6rneklerinin en yak\u0131n kom\u015fular\u0131n\u0131n her zaman negatif oldu\u011funu varsayal\u0131m.\n\nDaha sonra negatif etiketli havuzu \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rmak i\u00e7in kom\u015fu \u00f6rnekleri kullanabiliriz. Bununla birlikte, yanl\u0131\u015f &quot;tahminler&quot; nedeniyle verilerin yanl\u0131\u015f etiketlenmesi sonu\u00e7lar\u0131 bozabilece\u011finden, \u00e7eviri dikkatle yap\u0131lmal\u0131d\u0131r. Ne yaz\u0131k ki transd\u00fcksiyon performans\u0131 s\u00fcrekli olarak tutars\u0131zd\u0131r. Performans\u0131 hem uygulamaya hem de veri k\u00fcmesine ba\u011fl\u0131 olabilir."},"primaryImageOfPage":{"@id":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/#mainImage"},"datePublished":"2022-11-01T16:47:07+03:00","dateModified":"2022-11-01T16:47:07+03:00"},{"@type":"WebSite","@id":"https:\/\/legendhomework.com\/tr\/#website","url":"https:\/\/legendhomework.com\/tr\/","name":"Makale Yapt\u0131rma - LH","description":"0 (312) 276 75 93 - Essay Yazd\u0131rma, Proje Yapt\u0131rma, Tez Yazd\u0131rma, \u00d6dev Yapt\u0131rma, Makale Yazd\u0131rma, Blog Yapt\u0131rma, Blog Makale Yapt\u0131rma *** Essay, Makale, \u00d6dev, Tez, Proje Yazd\u0131rma Merkezi... *** 7\/24 Hizmet Veriyoruz.... Mail kanallar\u0131n\u0131 kullanarak fiyat teklifi alabilirsiniz.  bestessayhomework@gmail.com , Makale YAZDIRMA siteleri, Parayla makale YAZDIRMA, Seo makale fiyatlar\u0131, Sayfa ba\u015f\u0131 yaz\u0131 yazma \u00fccreti, \u0130ngilizce makale yazd\u0131rma, Akademik makale YAZDIRMA, Makale Fiyatlar\u0131 2022, Makale yazma, Blog Yazd\u0131rma, Blog Yazd\u0131rmak \u0130stiyorum","inLanguage":"tr-TR","publisher":{"@id":"https:\/\/legendhomework.com\/tr\/#organization"}}]},"og:locale":"tr_TR","og:site_name":"Makale Yapt\u0131rma - LH - 0 (312) 276 75 93 - Essay Yazd\u0131rma, Proje Yapt\u0131rma, Tez Yazd\u0131rma, \u00d6dev Yapt\u0131rma, Makale Yazd\u0131rma, Blog Yapt\u0131rma, Blog Makale Yapt\u0131rma *** Essay, Makale, \u00d6dev, Tez, Proje Yazd\u0131rma Merkezi... *** 7\/24 Hizmet Veriyoruz.... Mail kanallar\u0131n\u0131 kullanarak fiyat teklifi alabilirsiniz.  bestessayhomework@gmail.com , Makale YAZDIRMA siteleri, Parayla makale YAZDIRMA, Seo makale fiyatlar\u0131, Sayfa ba\u015f\u0131 yaz\u0131 yazma \u00fccreti, \u0130ngilizce makale yazd\u0131rma, Akademik makale YAZDIRMA, Makale Fiyatlar\u0131 2022, Makale yazma, Blog Yazd\u0131rma, Blog Yazd\u0131rmak \u0130stiyorum","og:type":"article","og:title":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH","og:description":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0'lar ve 1'ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar","og:url":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/","og:image":"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg","og:image:secure_url":"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg","og:image:width":304,"og:image:height":166,"article:published_time":"2022-11-01T13:47:07+00:00","article:modified_time":"2022-11-01T13:47:07+00:00","twitter:card":"summary_large_image","twitter:title":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri - Makale Yapt\u0131rma - LH","twitter:description":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri Bu, dijital algoritmik d\u00fc\u015f\u00fcnmede \u00f6nemsiz olmayan ama \u00e7ok \u00f6\u011fretici bir al\u0131\u015ft\u0131rmad\u0131r. Her bilgisayar bilimcinin hayat\u0131nda bir kez yapmas\u0131 gereken bir \u015feydir (matematikteki vekt\u00f6r \u00e7apraz \u00e7arp\u0131m i\u00e7in Jacobi kimli\u011fini kontrol etmek matematik\u00e7iler i\u00e7indir). \u0130kili bir tamsay\u0131 d\u00fc\u015f\u00fcnmek, 0'lar ve 1'ler dizisidir, biraz aritmetik geli\u015ftirin. Say\u0131lar\u0131 \u00e7iftler olarak kodlamak burada yararl\u0131d\u0131r. 1. \u0130\u015faretsiz tamsay\u0131lar","twitter:image":"https:\/\/legendhomework.com\/tr\/wp-content\/uploads\/2022\/10\/rapor.jpeg"},"aioseo_meta_data":{"post_id":"443","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2025-11-17 01:35:44","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"open_ai":null,"ai":null,"created":"2024-11-01 17:42:35","updated":"2026-02-25 00:53:46"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/legendhomework.com\/tr\" title=\"Ev\">Ev<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t<a href=\"https:\/\/legendhomework.com\/tr\/category\/akis-diyagrami\/\" title=\"Ak\u0131\u015f diyagram\u0131\">Ak\u0131\u015f diyagram\u0131<\/a>\n<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\tRakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma  \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri\n<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Ev","link":"https:\/\/legendhomework.com\/tr"},{"label":"Ak\u0131\u015f diyagram\u0131","link":"https:\/\/legendhomework.com\/tr\/category\/akis-diyagrami\/"},{"label":"Rakamlar\u0131n G\u00f6r\u00fcn\u00fc\u015f De\u011feri \u2013 Programlama Nedir? \u2013 Programlama B\u00f6l\u00fcm\u00fc \u2013 Programlama Yapt\u0131rma  \u2013 Programlama \u00d6devleri \u2013 Programlama \u00dccretleri","link":"https:\/\/legendhomework.com\/tr\/rakamlarin-gorunus-degeri-programlama-nedir-programlama-bolumu-programlama-yaptirma-programlama-odevleri-programlama-ucretleri\/"}],"_links":{"self":[{"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/posts\/443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/comments?post=443"}],"version-history":[{"count":1,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/posts\/443\/revisions"}],"predecessor-version":[{"id":444,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/posts\/443\/revisions\/444"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/media\/398"}],"wp:attachment":[{"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/media?parent=443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/categories?post=443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/legendhomework.com\/tr\/wp-json\/wp\/v2\/tags?post=443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}