{"id":18295,"date":"2025-01-30T08:27:24","date_gmt":"2025-01-30T08:27:24","guid":{"rendered":"http:\/\/3.76.10.198\/?p=18295"},"modified":"2025-12-04T13:03:20","modified_gmt":"2025-12-04T13:03:20","slug":"iot-and-machine-learning","status":"publish","type":"post","link":"https:\/\/smartup.network\/tr\/2025\/01\/30\/iot-and-machine-learning\/","title":{"rendered":"IoT ve Makine \u00d6\u011frenmesi"},"content":{"rendered":"<h2 class=\"wp-block-heading\">IoT ve Makine \u00d6\u011frenmesi<\/h2>\r\n\r\n\r\n\r\n<p><strong>Nesnelerin \u0130nterneti (IoT)<\/strong><\/p>\r\n\r\n\r\n\r\n<p>Nesnelerin \u0130nterneti (IoT), cihazlar\u0131n internet \u00fczerinden birbirleriyle veri al\u0131\u015fveri\u015fi yapmas\u0131n\u0131 sa\u011flayan bir sistemdir. Bu veri al\u0131\u015fveri\u015fi \u00fc\u00e7 gruba ayr\u0131l\u0131r:\nM2M (Makineden Makineye),\n\n\nM2P (Makineden \u0130nsana),\n\n\nP2P (\u0130nsandan \u0130nsana).\n\n\nIoT sayesinde hayat\u0131m\u0131z b\u00fcy\u00fck \u00f6l\u00e7\u00fcde kolayla\u015fm\u0131\u015ft\u0131r. Ak\u0131ll\u0131 \u015fehirler, ak\u0131ll\u0131 ula\u015f\u0131m sistemleri ve ak\u0131ll\u0131 ev cihazlar\u0131 gibi alanlarda yayg\u0131n kullan\u0131m \u00f6rneklerini g\u00f6rmek m\u00fcmk\u00fcnd\u00fcr. G\u00fcn\u00fcm\u00fczde aktif olarak kullan\u0131lan bu sistem, gelecekte de vazge\u00e7ilmez bir teknoloji haline gelecektir.<br \/>\u00a0<\/p>\r\n\r\n\r\n\r\n<p><strong>Makine \u00d6\u011frenimi<\/strong><\/p>\r\n\r\n\r\n\r\n<p>Makine \u00f6\u011frenimi, yapay zek\u00e2 ve bilgisayar biliminin bir alt dal\u0131d\u0131r. Mevcut verilerden \u00f6\u011frenme, bu \u00f6\u011frenme modellerini test etme ve gelecekteki veriler hakk\u0131nda tahminler yapma s\u00fcre\u00e7lerini kapsar.\nMakine \u00f6\u011freniminin hayat\u0131m\u0131zdaki kullan\u0131m alanlar\u0131na bakacak olursak;\nE-ticaret sitelerindeki \u00fcr\u00fcn \u00f6nerileri,\n\n\nSosyal medya platformlar\u0131nda kar\u015f\u0131m\u0131za \u00e7\u0131kan i\u00e7erikler,\n\n\nBankac\u0131l\u0131k ve finans sekt\u00f6r\u00fc,\n\n\nSa\u011fl\u0131k ve e\u011fitim gibi bir\u00e7ok alanda kar\u015f\u0131m\u0131za \u00e7\u0131kmaktad\u0131r.<br \/>\u00a0<\/p>\r\n\r\n\r\n\r\n<p><strong>IoT ve Makine \u00d6\u011freniminin Uyumu<\/strong><\/p>\r\n\r\n\r\n\r\n<p><strong>IoT i\u00e7in Makine \u00d6\u011freniminin \u00d6nemi<\/strong><\/p>\r\n\r\n\r\n\r\n<p>IoT cihazlar\u0131, \u201cgateway\u201d (a\u011f ge\u00e7idi) yap\u0131s\u0131 \u00fczerinden nesnelerle etkile\u015fime girerek kablosuz ortamda veri iletimi sa\u011flar. Bu durum, IoT cihazlar\u0131n\u0131 ve ortamlar\u0131n\u0131 siber sald\u0131r\u0131lara kar\u015f\u0131 daha savunmas\u0131z hale getirebilir. Bir siber sald\u0131r\u0131 durumunda ciddi veri kay\u0131plar\u0131 veya yetkisiz eri\u015fimler ya\u015fanabilir.\nBu noktada, veri analizi temelli makine \u00f6\u011frenimi y\u00f6ntemleri, IoT ortamlar\u0131ndaki anormallikleri tespit etmek i\u00e7in kullan\u0131l\u0131r. Bu veri odakl\u0131 yakla\u015f\u0131m\u0131n en b\u00fcy\u00fck avantaj\u0131, di\u011fer y\u00f6ntemlere k\u0131yasla daha h\u0131zl\u0131 \u00e7al\u0131\u015fmas\u0131 ve bilinmeyen tehditlere kar\u015f\u0131 \u00e7\u00f6z\u00fcm \u00fcretebilmesidir. Bu nedenlerle makine \u00f6\u011frenimi, IoT\u2019nin ayr\u0131lmaz bir par\u00e7as\u0131 haline gelmektedir.<\/p>\r\n\r\n\r\n\r\n<p><strong>Makine \u00d6\u011frenimi i\u00e7in IoT\u2019nin \u00d6nemi<\/strong><\/p>\r\n\r\n\r\n\r\n<p>Makine \u00f6\u011freniminin ger\u00e7ekle\u015febilmesi i\u00e7in en \u00f6nemli unsur veridir. \u0130\u015fte bu noktada IoT devreye girer. Sens\u00f6rler ve nesneler arac\u0131l\u0131\u011f\u0131yla \u00e7evreden toplanan verilerin analiz edilmesine yard\u0131mc\u0131 olur ve kullan\u0131c\u0131ya gerekli sonu\u00e7lar\u0131 sunar.\nIoT sayesinde makine \u00f6\u011frenimi, statik bir yap\u0131dan \u00e7\u0131karak tamamen dinamik bir hale gelir. Bu da makine \u00f6\u011frenimini g\u00fcn\u00fcm\u00fczde ve gelecekte \u00e7ok daha kullan\u0131\u015fl\u0131 ve de\u011ferli bir teknoloji haline getirir.<\/p>","protected":false},"excerpt":{"rendered":"<p>IoT and Machine Learning Internet of Things (IoT) The Internet of Things (IoT) is a system that enables data exchange between devices through the internet. This data exchange is categorized into three groups: M2M (Machine to Machine), M2P (Machine to People), and P2P (People to People). With IoT, our lives have become significantly easier, and&hellip;<\/p>","protected":false},"author":1,"featured_media":18292,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[144],"tags":[],"class_list":["post-18295","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-144","description-off"],"_links":{"self":[{"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/posts\/18295","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/comments?post=18295"}],"version-history":[{"count":2,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/posts\/18295\/revisions"}],"predecessor-version":[{"id":18391,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/posts\/18295\/revisions\/18391"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/media\/18292"}],"wp:attachment":[{"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/media?parent=18295"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/categories?post=18295"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartup.network\/tr\/wp-json\/wp\/v2\/tags?post=18295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}