{"id":15383,"date":"2025-03-16T23:32:23","date_gmt":"2025-03-16T20:32:23","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/"},"modified":"2025-03-16T23:32:23","modified_gmt":"2025-03-16T20:32:23","slug":"rust-crate-onerici-sistemi-gelistirme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/","title":{"rendered":"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme"},"content":{"rendered":"<p><body><\/p>\n<p>Rust Crate \u00d6nerici Sistemi Geli\u015ftirme<\/p>\n<p>Merhaba!  Bu makalede, Rust programlama dili i\u00e7in bir crate (k\u00fct\u00fcphane) \u00f6nerici sistemi geli\u015ftirme s\u00fcrecini ele alaca\u011f\u0131z.  \u00d6ncelikle, Rust ekosisteminin zengin k\u00fct\u00fcphane koleksiyonuna ve bu k\u00fct\u00fcphanelerin farkl\u0131 projelerde nas\u0131l kullan\u0131ld\u0131\u011f\u0131na de\u011finece\u011fiz. Sonras\u0131nda ise, etkili bir \u00f6nerici sistem olu\u015fturmak i\u00e7in izleyebilece\u011fimiz ad\u0131mlar\u0131 ve kullanabilece\u011fimiz algoritmalar\u0131 inceleyece\u011fiz.  Bu s\u00fcre\u00e7, hem Rust&#8217;\u0131n g\u00fcc\u00fcn\u00fc hem de makine \u00f6\u011frenmesinin bu alandaki potansiyelini sergileyecektir.<\/p>\n<h2>Veri Toplama ve Haz\u0131rlama<\/h2>\n<p>Ba\u015flang\u0131\u00e7ta,  etkin bir \u00f6nerici sistem geli\u015ftirmek i\u00e7in gerekli verileri toplamam\u0131z gerekiyor.  Bu veriler, crates.io&#8217;dan (Rust&#8217;\u0131n resmi k\u00fct\u00fcphane deposu) elde edilebilir.  Bunun i\u00e7in, crates.io API&#8217;sini kullanarak k\u00fct\u00fcphane isimleri, a\u00e7\u0131klamalar\u0131, etiketleri ve ba\u011f\u0131ml\u0131l\u0131klar\u0131 gibi bilgileri toplayabiliriz.  Ard\u0131ndan, bu verileri temizleyip, \u00f6nerici sistemimiz i\u00e7in uygun hale getirmemiz gerekiyor.  \u00d6rne\u011fin,  a\u00e7\u0131klamalar\u0131 \u00f6n i\u015fleme tabi tutarak (\u00f6rne\u011fin,  b\u00fcy\u00fck harfleri k\u00fc\u00e7\u00fcltme, noktalama i\u015faretlerini kald\u0131rma) daha anlaml\u0131 temsiller elde edebiliriz.  Bu a\u015fama, sistemin performans\u0131 i\u00e7in olduk\u00e7a kritiktir.  Yetersiz veri temizli\u011fi yanl\u0131\u015f sonu\u00e7lara yol a\u00e7abilir.<\/p>\n<h2>\u00d6nerici Sistem Algoritmas\u0131<\/h2>\n<p>Veriler haz\u0131rland\u0131ktan sonra,  bir \u00f6nerici sistem algoritmas\u0131 se\u00e7memiz gerekmektedir.  \u0130lgin\u00e7 bir yakla\u015f\u0131m olarak,  i\u00e7erik tabanl\u0131 filtreleme (content-based filtering) kullanabiliriz.  Bu yakla\u015f\u0131m, bir k\u00fct\u00fcphanenin a\u00e7\u0131klamas\u0131n\u0131 ve etiketlerini kullanarak benzer k\u00fct\u00fcphaneleri \u00f6nermemize olanak tan\u0131r.  \u00d6rne\u011fin,  &#8220;veri analizi&#8221; etiketi olan bir k\u00fct\u00fcphane ar\u0131yorsan\u0131z,  sistem benzer etiketlere sahip di\u011fer k\u00fct\u00fcphaneleri \u00f6nerecektir.  Daha geli\u015fmi\u015f bir yakla\u015f\u0131m ise,  kullan\u0131c\u0131 tabanl\u0131 filtreleme (collaborative filtering) olabilir.  Bu yakla\u015f\u0131m, kullan\u0131c\u0131lar\u0131n ge\u00e7mi\u015f k\u00fct\u00fcphane kullan\u0131m al\u0131\u015fkanl\u0131klar\u0131n\u0131 dikkate alarak \u00f6neriler sunar.  Ancak bu y\u00f6ntem daha fazla veri ve karma\u015f\u0131kl\u0131k gerektirir.<\/p>\n<h2>Uygulama ve De\u011ferlendirme<\/h2>\n<p>Se\u00e7ti\u011fimiz algoritmay\u0131 Rust&#8217;ta uygulamaya koyabiliriz.  Rust&#8217;\u0131n performans odakl\u0131 yap\u0131s\u0131,  b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde h\u0131zl\u0131 ve verimli \u00e7al\u0131\u015fmam\u0131za yard\u0131mc\u0131 olacakt\u0131r.  \u00d6rne\u011fin,  ndarray veya polars gibi k\u00fct\u00fcphaneleri veri manip\u00fclasyonunda kullanabiliriz.  Son olarak,  sistemin performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in \u00e7e\u015fitli metrikler kullanabiliriz.  Bu metrikler aras\u0131nda,  do\u011fruluk oran\u0131 (precision), geri \u00e7a\u011f\u0131rma oran\u0131 (recall) ve F1 puan\u0131 gibi \u00f6l\u00e7\u00fctler yer almaktad\u0131r.  Elde edilen sonu\u00e7lar,  algoritman\u0131n etkinli\u011fini ve iyile\u015ftirme alanlar\u0131n\u0131 g\u00f6sterecektir.<\/p>\n<h2>Kod \u00d6rne\u011fi (\u0130\u00e7erik Tabanl\u0131 Filtreleme):<\/h2>\n<pre><code class=\"language-rust\">\n\/\/ Basit i\u00e7erik tabanl\u0131 filtreleme \u00f6rne\u011fi (ger\u00e7ek\u00e7i bir uygulama daha karma\u015f\u0131kt\u0131r)\nfn benzer_kutuphaneleri_bul(kutuphane: &str) -> Vec<&#038;str> {\n    let etiketler = match kutuphane {\n        \"serde\" => vec![\"serialization\", \"deserialization\"],\n        \"reqwest\" => vec![\"http\", \"request\"],\n        _ => vec![],\n    };\n    \/\/ ... benzer etiketlere sahip k\u00fct\u00fcphaneleri bulma mant\u0131\u011f\u0131 ...\n    vec![] \/\/ Ger\u00e7ek uygulamada buraya ilgili k\u00fct\u00fcphaneler eklenecektir.\n}\n<\/code><\/pre>\n<p>Bu makale,  Rust crate \u00f6nerici sistemi geli\u015ftirmenin temel ad\u0131mlar\u0131n\u0131 \u00f6zetlemektedir.  Daha detayl\u0131 bilgi i\u00e7in, <a href=\"https:\/\/dev.to\/frank_lawrence_95abcdfe80\/building-a-rust-crate-recommender-1dn3\">bu ingilizce kayna\u011fa<\/a> ve  <a href=\"https:\/\/fatihsoysal.com\">kendi web sitemi<\/a> ziyaret edebilirsiniz.  Unutmay\u0131n ki,  bu proje geli\u015ftirme s\u00fcreci,  s\u00fcrekli iyile\u015ftirme ve adaptasyon gerektiren bir s\u00fcre\u00e7tir.<\/p>\n<p>Ba\u015far\u0131lar!<\/p>\n<p>#Etiketler: Rust, Crate, \u00d6nerici Sistem, K\u00fct\u00fcphane, Algoritma, Programlama, Geli\u015ftirme, i\u00e7erik tabanl\u0131 filtreleme,  crates.io,  fatihsoysal.com<br \/>\n<\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme Merhaba! Bu makalede, Rust programlama dili i\u00e7in bir crate (k\u00fct\u00fcphane) \u00f6nerici sistemi geli\u015ftirme&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-15383","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Rust Crate \u00d6nerici Sistemi Geli\u015ftirme<\/title>\n<meta name=\"description\" content=\"Merhaba! Bu makalede, Rust programlama dili i\u00e7in bir crate (k\u00fct\u00fcphane) \u00f6nerici sistemi geli\u015ftirme s\u00fcrecini ele alaca\u011f\u0131z. \u00d6ncelikle, Rust ekosisteminin zengin k\u00fct\u00fcphane koleksiyonuna ve bu k\u00fct\u00fcphanelerin farkl\u0131 projelerde nas\u0131l kullan\u0131ld\u0131\u011f\u0131na de\u011finece\u011fiz. Sonras\u0131nda ise, etkili bir \u00f6nerici sistem olu\u015fturmak i\u00e7in izleyebilece\u011fimiz ad\u0131mlar\u0131 ve kullanabilece\u011fimiz algoritmalar\u0131 inceleyece\u011fiz. Bu s\u00fcre\u00e7, hem Rust&#039;\u0131n g\u00fcc\u00fcn\u00fc hem de makine \u00f6\u011frenmesinin bu alandaki potansiyelini sergileyecektir.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Bu makalede, Rust programlama dili i\u00e7in bir crate (k\u00fct\u00fcphane) \u00f6nerici sistemi geli\u015ftirme s\u00fcrecini ele alaca\u011f\u0131z. \u00d6ncelikle, Rust ekosisteminin zengin k\u00fct\u00fcphane koleksiyonuna ve bu k\u00fct\u00fcphanelerin farkl\u0131 projelerde nas\u0131l kullan\u0131ld\u0131\u011f\u0131na de\u011finece\u011fiz. Sonras\u0131nda ise, etkili bir \u00f6nerici sistem olu\u015fturmak i\u00e7in izleyebilece\u011fimiz ad\u0131mlar\u0131 ve kullanabilece\u011fimiz algoritmalar\u0131 inceleyece\u011fiz. Bu s\u00fcre\u00e7, hem Rust&#039;\u0131n g\u00fcc\u00fcn\u00fc hem de makine \u00f6\u011frenmesinin bu alandaki potansiyelini sergileyecektir.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-16T20:32:23+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme\",\"datePublished\":\"2025-03-16T20:32:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/\"},\"wordCount\":508,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/\",\"name\":\"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-16T20:32:23+00:00\",\"description\":\"Merhaba! 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Bu makalede, Rust programlama dili i\u00e7in bir crate (k\u00fct\u00fcphane) \u00f6nerici sistemi geli\u015ftirme s\u00fcrecini ele alaca\u011f\u0131z. \u00d6ncelikle, Rust ekosisteminin zengin k\u00fct\u00fcphane koleksiyonuna ve bu k\u00fct\u00fcphanelerin farkl\u0131 projelerde nas\u0131l kullan\u0131ld\u0131\u011f\u0131na de\u011finece\u011fiz. Sonras\u0131nda ise, etkili bir \u00f6nerici sistem olu\u015fturmak i\u00e7in izleyebilece\u011fimiz ad\u0131mlar\u0131 ve kullanabilece\u011fimiz algoritmalar\u0131 inceleyece\u011fiz. 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Bu s\u00fcre\u00e7, hem Rust'\u0131n g\u00fcc\u00fcn\u00fc hem de makine \u00f6\u011frenmesinin bu alandaki potansiyelini sergileyecektir.","og_url":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-03-16T20:32:23+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme","datePublished":"2025-03-16T20:32:23+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/"},"wordCount":508,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/","url":"https:\/\/fatihsoysal.com\/blog\/rust-crate-onerici-sistemi-gelistirme\/","name":"Rust Crate \u00d6nerici Sistemi Geli\u015ftirme","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-03-16T20:32:23+00:00","description":"Merhaba! 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