{"id":3461,"date":"2025-11-12T08:31:02","date_gmt":"2025-11-12T08:31:02","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=3461"},"modified":"2026-04-23T08:58:38","modified_gmt":"2026-04-23T08:58:38","slug":"apple-mlx-vs-nvidia-macte-yerel-ki-cikarimi-nasil-calisir","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/tr\/2025\/11\/apple-mlx-vs-nvidia-macte-yerel-ki-cikarimi-nasil-calisir\/","title":{"rendered":"Apple MLX vs. NVIDIA: Mac'te yerel yapay zeka \u00e7\u0131kar\u0131m\u0131 nas\u0131l \u00e7al\u0131\u015f\u0131r?"},"content":{"rendered":"<p>G\u00fcn\u00fcm\u00fczde yapay zeka ile \u00e7al\u0131\u015fan herkesin akl\u0131na ilk olarak ChatGPT veya benzeri \u00e7evrimi\u00e7i hizmetler geliyor. Bir soru yaz\u0131yorsunuz, birka\u00e7 saniye bekliyorsunuz - ve sanki hatt\u0131n di\u011fer ucunda \u00e7ok iyi okumu\u015f, sab\u0131rl\u0131 bir diyalog orta\u011f\u0131 oturuyormu\u015f gibi bir cevap al\u0131yorsunuz. Ancak kolayca unutulan \u015fey: Her girdi, her c\u00fcmle, her kelime internet \u00fczerinden harici sunuculara g\u00f6nderilir. As\u0131l i\u015f burada yap\u0131l\u0131yor - sizin asla g\u00f6remeyece\u011finiz devasa bilgisayarlarda.<\/p>\n<p>Prensip olarak, yerel dil modeli de ayn\u0131 \u015fekilde \u00e7al\u0131\u015f\u0131r - ancak internet olmadan. Model, kullan\u0131c\u0131n\u0131n kendi bilgisayar\u0131nda bir dosya olarak saklan\u0131r, ba\u015flang\u0131\u00e7ta \u00e7al\u0131\u015fma belle\u011fine y\u00fcklenir ve sorular\u0131 do\u011frudan cihaz \u00fczerinde yan\u0131tlar. Arkas\u0131ndaki teknoloji ayn\u0131: dili anlayan, metinler \u00fcreten ve kal\u0131plar\u0131 tan\u0131yan bir sinir a\u011f\u0131. Tek fark, t\u00fcm hesaplaman\u0131n \u015firket i\u00e7inde kalmas\u0131d\u0131r. \u015e\u00f6yle de diyebilirsiniz: Bulut olmadan ChatGPT.<!--more--><\/p>\n<p>Bu konuda \u00f6zel olan \u015fey, teknolojinin art\u0131k devasa veri merkezlerine ihtiya\u00e7 duymayacak kadar geli\u015fmi\u015f olmas\u0131d\u0131r. M i\u015flemcili (M3 veya M4 gibi) modern Apple bilgisayarlar muazzam bir hesaplama g\u00fcc\u00fcne, h\u0131zl\u0131 bellek ba\u011flant\u0131lar\u0131na ve makine \u00f6\u011frenimi i\u00e7in \u00f6zel bir sinir motoruna sahiptir. Sonu\u00e7 olarak, bir\u00e7ok model art\u0131k do\u011frudan bir Mac Mini veya Mac Studio \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131labilir - bir sunucu \u00e7iftli\u011fi olmadan, karma\u015f\u0131k kurulum olmadan ve \u00f6nemli bir g\u00fcr\u00fclt\u00fc olmadan.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-199 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-small-grid-column: 33.33%;--dpt-large-grid-column: 33.3333333333%;--dpt-h-gutter: 10px;--dpt-v-gutter: 10px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-199 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Yapay zeka \u00fczerine g\u00fcncel konular<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-199\" class=\"dpt-wrapper dpt-grid1 multi-col dpt-mason-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wenn der mac zuh\u00f6rt: was apples integrierte ki mit gemini und siri k\u00fcnftig f\u00fcr nutzer bedeutet\" data-id=\"4813\"  data-category=\"apple iphone &amp; ipad apple macos ki-systeme\" data-post_tag=\"apple datenlogik datenschutz k\u00fcnstliche intelligenz llm mac prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/02\/mac-applein-gemini-ve-siri-i%cc%87le-entegre-kini%cc%87n-gelecekte-kullanicilar-i%cc%87ci%cc%87n-ne-anlama-gelecegi%cc%87ni%cc%87-di%cc%87nlerse\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Mac dinledi\u011finde: Apple'nin Gemini ve Siri ile entegre yapay zekas\u0131 gelecekte kullan\u0131c\u0131lar i\u00e7in ne anlama gelecek?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Apple, Siri ve Gemini\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/02\/mac-applein-gemini-ve-siri-i%cc%87le-entegre-kini%cc%87n-gelecekte-kullanicilar-i%cc%87ci%cc%87n-ne-anlama-gelecegi%cc%87ni%cc%87-di%cc%87nlerse\/\" rel=\"bookmark\">Mac dinledi\u011finde: Apple'nin Gemini ve Siri ile entegre yapay zekas\u0131 gelecekte kullan\u0131c\u0131lar i\u00e7in ne anlama gelecek?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"chatgpt-datenexport erkl\u00e4rt: wie deine ki-chats zu einem pers\u00f6nlichen wissenssystem werden\" data-id=\"5259\"  data-category=\"featured ki-systeme tipps &amp; anleitungen\" data-post_tag=\"apple datenbanken datenschutz digitales eigentum k\u00fcnstliche intelligenz llama llm mac mlx ollama sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/chatgpt-veri%cc%87-i%cc%87hraci-ki%cc%87-sohbeti%cc%87ni%cc%87zi%cc%87n-nasil-ki%cc%87si%cc%87sel-bi%cc%87lgi%cc%87-si%cc%87stemi%cc%87ne-doenuestueguenue-acikliyor\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">ChatGPT veri aktar\u0131m\u0131 a\u00e7\u0131kland\u0131: Yapay zeka sohbetleriniz nas\u0131l ki\u015fisel bir bilgi sistemine d\u00f6n\u00fc\u015f\u00fcr?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"ChatGPT veri aktar\u0131m\u0131\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/chatgpt-veri%cc%87-i%cc%87hraci-ki%cc%87-sohbeti%cc%87ni%cc%87zi%cc%87n-nasil-ki%cc%87si%cc%87sel-bi%cc%87lgi%cc%87-si%cc%87stemi%cc%87ne-doenuestueguenue-acikliyor\/\" rel=\"bookmark\">ChatGPT veri aktar\u0131m\u0131 a\u00e7\u0131kland\u0131: Yapay zeka sohbetleriniz nas\u0131l ki\u015fisel bir bilgi sistemine d\u00f6n\u00fc\u015f\u00fcr?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"gfm-business und die zukunft des erp: lokale intelligenz statt cloud-abh\u00e4ngigkeit\" data-id=\"2956\"  data-category=\"apple iphone &amp; ipad apple macos filemaker &amp; erp ki-systeme\" data-post_tag=\"datenschutz digitales eigentum erp-software filemaker gfm-business k\u00fcnstliche intelligenz llm neo4j qdrant sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/09\/gfm-i%cc%87sletmesi%cc%87-ve-erpni%cc%87n-gelecegi%cc%87-buluta-bagimlilik-yeri%cc%87ne-yerel-zeka\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">gFM-Business ve ERP'nin gelece\u011fi: bulut ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 yerine yerel zeka<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"gFM-Business ve yapay zeka + bilgi grafi\u011fi\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/gfm-ERP-KI-Wissensgraf.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/gfm-ERP-KI-Wissensgraf.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/gfm-ERP-KI-Wissensgraf-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/gfm-ERP-KI-Wissensgraf-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/gfm-ERP-KI-Wissensgraf-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/09\/gfm-i%cc%87sletmesi%cc%87-ve-erpni%cc%87n-gelecegi%cc%87-buluta-bagimlilik-yeri%cc%87ne-yerel-zeka\/\" rel=\"bookmark\">gFM-Business ve ERP'nin gelece\u011fi: bulut ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 yerine yerel zeka<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Apple MLX ve NVIDIA hakk\u0131ndaki son haberler<\/h2>\n<p><strong>26.03.2026<\/strong>: Apple, MLX AI \u00e7er\u00e7evesini stratejik olarak geli\u015ftirmeye devam ediyor ve bunu giderek di\u011fer platformlara da a\u00e7\u0131yor. Ba\u015flang\u0131\u00e7ta yaln\u0131zca Apple Silicon i\u00e7in optimize edilmi\u015ftir, <a href=\"https:\/\/www.ad-hoc-news.de\/boerse\/news\/ueberblick\/apple-mlx-ki-framework-ueberwindet-hardware-grenzen\/68647549\" target=\"_blank\" rel=\"noopener\"><strong>MLX art\u0131k CUDA GPU'lar\u0131 da destekliyor<\/strong><\/a> ve dolay\u0131s\u0131yla klasik Nvidia donan\u0131m\u0131. Bu, geli\u015ftiriciler i\u00e7in \u00f6nemli bir engeli ortadan kald\u0131r\u0131yor: \u015fimdiye kadar modellerin genellikle Mac \u00fczerinde geli\u015ftirilmesi ve ard\u0131ndan ayr\u0131 y\u00fcksek performansl\u0131 sistemlerde e\u011fitilmesi gerekiyordu. MLX, a\u00e7\u0131larak hem Apple cihazlarda yerel yapay zeka hem de harici donan\u0131mlarda \u00f6l\u00e7eklenebilir e\u011fitim sa\u011flayan daha esnek bir geli\u015ftirme platformu haline geliyor. Ayn\u0131 zamanda, \u00f6rne\u011fin verimli bellek y\u00f6netimi ve do\u011frudan GPU kullan\u0131m\u0131 yoluyla Apple'nin kendi mimarisiyle yak\u0131n entegrasyon avantaj\u0131 korunuyor. Bu geli\u015fme stratejik bir rota de\u011fi\u015fikli\u011fine i\u015faret ediyor: Apple kapal\u0131 ekosistemini yava\u015f yava\u015f terk ediyor ve MLX'i yerle\u015fik yapay zeka \u00e7er\u00e7evelerine ciddi bir alternatif olarak konumland\u0131r\u0131yor - bir b\u00fct\u00fcn olarak yapay zeka geli\u015fimi i\u00e7in potansiyel etkileri var.<\/p>\n<hr \/>\n<p>Bu sadece geli\u015ftiriciler i\u00e7in de\u011fil, ayn\u0131 zamanda giri\u015fimciler, yazarlar, avukatlar, doktorlar, \u00f6\u011fretmenler ve esnaflar i\u00e7in de yeni bir kap\u0131 a\u00e7\u0131yor. Art\u0131k herkes kendi k\u00fc\u00e7\u00fck yapay zekas\u0131na sahip olabilir - masas\u0131nda, tam kontrol alt\u0131nda, her an kullan\u0131ma haz\u0131r. Yerel bir dil modeli \u015funlar\u0131 yapabilir:<\/p>\n<ul>\n<li><strong>Metinler<\/strong> \u00f6zetleyin veya d\u00fczeltin,<\/li>\n<li><strong>E-postalar<\/strong> form\u00fcle etmek veya yap\u0131land\u0131rmak,<\/li>\n<li><strong>Sorular<\/strong> sorular\u0131 yan\u0131tlamak ve bilgiyi analiz etmek,<\/li>\n<li><strong>S\u00fcre\u00e7ler<\/strong> programlarda destek,<\/li>\n<li><strong>Belgeler<\/strong> arama veya s\u0131n\u0131fland\u0131rma,<\/li>\n<li>veya basit\u00e7e <strong>ki\u015fisel asistan<\/strong> D\u0131\u015f d\u00fcnyaya veri s\u0131zd\u0131rmadan.<\/li>\n<\/ul>\n<p>Bu yakla\u015f\u0131m, \u00f6zellikle veri koruma ve dijital egemenli\u011fin bir kez daha \u00f6n plana \u00e7\u0131kt\u0131\u011f\u0131 bir d\u00f6nemde giderek daha \u00f6nemli hale geliyor. Kullanmak i\u00e7in programc\u0131 olman\u0131za gerek yok - ihtiyac\u0131n\u0131z olan tek \u015fey modern bir Mac. Modeller bir uygulama ya da terminal penceresi arac\u0131l\u0131\u011f\u0131yla kolayca ba\u015flat\u0131labilir ve ard\u0131ndan taray\u0131c\u0131daki bir sohbet penceresi kadar do\u011fal bir \u015fekilde yan\u0131t verebilir.<\/p>\n<p>Bu makale, g\u00fcn\u00fcm\u00fczde hangi modellerin hangi Mac \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131labilece\u011fini, donan\u0131m\u0131n ne yapmas\u0131 gerekti\u011fini ve Apple Silicon bilgisayarlar\u0131n bunun i\u00e7in neden \u00f6zellikle uygun oldu\u011funu g\u00f6stermektedir. K\u0131sacas\u0131, yapay zekan\u0131n g\u00fcc\u00fcn\u00fc sessiz, verimli ve yerel olarak kendi ellerinize nas\u0131l geri alaca\u011f\u0131n\u0131zla ilgili.<\/p>\n<h2>Mac'te yerel dil modelleri - Bu neden \u015fimdi mant\u0131kl\u0131?<\/h2>\n<p>Bir dil modelinin \u201eyerel olarak\u201c \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131, bir bulut hizmetine ba\u011flant\u0131 olmadan tamamen kendi bilgisayar\u0131n\u0131zda \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 anlam\u0131na gelir. Hesaplama, girdilerin analizi, metinlerin veya cevaplar\u0131n olu\u015fturulmas\u0131 - her \u015fey do\u011frudan kendi cihaz\u0131n\u0131zda ger\u00e7ekle\u015fir. Bu nedenle model SSD'de bir dosya olarak saklan\u0131r, ba\u015flang\u0131\u00e7ta RAM'e y\u00fcklenir ve orada sistemin tam performans\u0131yla \u00e7al\u0131\u015f\u0131r.<\/p>\n<p>Bulut varyant\u0131ndan en \u00f6nemli fark\u0131 ba\u011f\u0131ms\u0131zl\u0131kt\u0131r. Hi\u00e7bir veri internet \u00fczerinden akmaz, harici sunucular kullan\u0131lmaz ve hi\u00e7 kimse dahili olarak neyin i\u015flendi\u011fini izleyemez. Bu, \u00f6zellikle veri hareketlerinin izlenmesinin giderek zorla\u015ft\u0131\u011f\u0131 zamanlarda \u00f6nemli \u00f6l\u00e7\u00fcde veri korumas\u0131 ve kontrol\u00fc sa\u011flar.<\/p>\n<p>Ge\u00e7mi\u015fte bu t\u00fcr modellerin yerel olarak \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 d\u00fc\u015f\u00fcn\u00fclemezdi. Bu b\u00fcy\u00fckl\u00fckteki bir sinir a\u011f\u0131n\u0131 \u00e7al\u0131\u015f\u0131r durumda tutmak i\u00e7in bir ana bilgisayar veya GPU \u00e7iftli\u011fi gerekiyordu. Bug\u00fcn, modern Apple-Silicon \u00e7iplerin hesaplama g\u00fcc\u00fc ile bu, verimli, sessiz ve d\u00fc\u015f\u00fck g\u00fc\u00e7 t\u00fcketimi ile bir masa\u00fcst\u00fc cihazda ger\u00e7ekle\u015ftirilebilir.<\/p>\n<h3>Neden Apple Silicon idealdir<\/h3>\n<p>Apple Silicon'ye ge\u00e7i\u015fle birlikte, Apple kartlar\u0131 yeniden kar\u0131\u015ft\u0131rd\u0131. Ayr\u0131 CPU ve GPU'ya sahip klasik Intel mimarisi yerine, Apple birle\u015fik bellek tasar\u0131m\u0131na dayan\u0131yor: i\u015flemci, grafik ve sinir motoru ayn\u0131 h\u0131zl\u0131 ana belle\u011fe eri\u015fiyor. Bu, tek tek bile\u015fenler aras\u0131nda veri kopyalama ihtiyac\u0131n\u0131 ortadan kald\u0131r\u0131yor - yapay zeka hesaplamalar\u0131 i\u00e7in belirleyici bir avantaj.<\/p>\n<p>N\u00f6ral motorun kendisi, do\u011frudan \u00e7iplere entegre edilen makine \u00f6\u011frenimi i\u00e7in \u00f6zel bir bilgi i\u015flem \u00e7ekirde\u011fidir. \u00c7ok d\u00fc\u015f\u00fck enerji t\u00fcketimiyle saniyede milyarlarca i\u015flem yap\u0131lmas\u0131n\u0131 sa\u011flar. MLX k\u00fct\u00fcphanesi (Machine Learning for Apple Silicon) ve OLaMA gibi modern \u00e7er\u00e7evelerle birlikte, modeller art\u0131k karma\u015f\u0131k GPU s\u00fcr\u00fcc\u00fcleri veya CUDA ba\u011f\u0131ml\u0131l\u0131klar\u0131 olmadan do\u011frudan macOS \u00fczerinde \u00e7al\u0131\u015fabilir.<\/p>\n<p>Mac Mini'deki bir M4 \u00e7ipi, kompakt dil modellerini (\u00f6rne\u011fin 3-7 milyar parametre) sorunsuz bir \u015fekilde \u00e7al\u0131\u015ft\u0131rmak i\u00e7in zaten yeterlidir. M4 Max veya M3 Ultra'ya sahip bir Mac Studio'da, 30 milyar parametreli modelleri bile tamamen yerel olarak \u00e7al\u0131\u015ft\u0131rabilirsiniz.<\/p>\n<h3>Kar\u015f\u0131la\u015ft\u0131rma: Apple Silicon vs. NVIDIA donan\u0131m\u0131<\/h3>\n<p>Geleneksel olarak, NVIDIA'n\u0131n RTX grafik kartlar\u0131 yapay zeka hesaplamalar\u0131 i\u00e7in alt\u0131n standart olmu\u015ftur. \u00d6rne\u011fin g\u00fcncel bir RTX 5090, muazzam bir ham performans sunar ve hala bir\u00e7ok e\u011fitim sistemi i\u00e7in ilk tercihtir. Bununla birlikte, \u00f6ncelikler farkl\u0131 oldu\u011fu i\u00e7in ayr\u0131nt\u0131l\u0131 bir kar\u015f\u0131la\u015ft\u0131rma yapmak faydal\u0131 olacakt\u0131r.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Aspect<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Apple Silicon (M4 \/ M4 Max \/ M3 Ultra)<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">NVIDIA GPU (5090 &amp; Co.)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Enerji t\u00fcketimi<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u00c7ok verimli - genellikle 100 W'tan az toplam t\u00fcketim<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Yaln\u0131zca GPU i\u00e7in 450 W'a kadar<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>G\u00fcr\u00fclt\u00fc geli\u015fimi<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Neredeyse sessiz<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Y\u00fck alt\u0131nda a\u00e7\u0131k\u00e7a duyulabilir<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Yaz\u0131l\u0131m Y\u0131\u011f\u0131n\u0131<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">MLX \/ Core ML \/ Metal<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">CUDA \/ cuDNN \/ PyTorch<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Bak\u0131m<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">S\u00fcr\u00fcc\u00fcs\u00fcz ve kararl\u0131<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">S\u0131k g\u00fcncellemeler ve uyumluluk sorunlar\u0131<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Fiyat-performans oran\u0131<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Makul fiyata y\u00fcksek verimlilik<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Daha iyi tepe performans\u0131, ancak daha pahal\u0131<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>\u015eunlar i\u00e7in ideal<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Yerel \u00e7\u0131kar\u0131m ve s\u00fcrekli \u00e7al\u0131\u015fma<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">E\u011fitim ve b\u00fcy\u00fck modeller<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>K\u0131sacas\u0131: NVIDIA, veri merkezleri ve ekstrem e\u011fitim i\u00e7in bir se\u00e7imdir. Apple Silicon ise g\u00fcr\u00fclt\u00fcs\u00fcz, \u0131s\u0131 birikimsiz, istikrarl\u0131 bir yaz\u0131l\u0131m temeli ve y\u00f6netilebilir g\u00fc\u00e7 t\u00fcketimi ile yerel, uzun s\u00fcreli kullan\u0131m i\u00e7in idealdir.<\/p>\n<h2>Apple Silicon \u00e7\u0131kar\u0131m i\u00e7in NVIDIA ile kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131<\/h2>\n<p>M3 Ultra, Apple Silicon i\u00e7in \u00f6nemli bir ad\u0131md\u0131r: CPU, GPU ve n\u00f6ral motoru tek bir pakette bar\u0131nd\u0131ran son derece entegre bir \u00e7ip tasar\u0131m\u0131na ek olarak, RAM ve GPU VRAM'in klasik ayr\u0131m\u0131 olmaks\u0131z\u0131n RAM'in t\u00fcm bilgi i\u015flem birimleri taraf\u0131ndan ayn\u0131 anda kullan\u0131ld\u0131\u011f\u0131 birle\u015fik bir bellek mimarisine dayan\u0131r. Kar\u015f\u0131la\u015ft\u0131rmal\u0131 testlere g\u00f6re bu yakla\u015f\u0131m, yerel \u00e7\u0131kar\u0131m g\u00f6revlerinde baz\u0131 durumlarda NVIDIA'n\u0131n \u00fcst d\u00fczey grafik kartlar\u0131yla kar\u015f\u0131la\u015ft\u0131r\u0131labilir hatta daha iyi performans elde ediyor. Bir \u00f6rnek: Testte M3 Ultra, Qwen3-30B 4bit modeliyle yakla\u015f\u0131k 2.320 token\/s'ye ula\u015f\u0131rken RTX 3090 2.157 token\/s'de kald\u0131.<\/p>\n<p>Ek olarak, Apple Silicon ile NVIDIA'n\u0131n AI y\u00fckleri alt\u0131nda kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131, bir M3\/M4 Max sisteminin y\u00fck alt\u0131nda yakla\u015f\u0131k 40-80W aras\u0131nda bir de\u011fer elde edece\u011fini, bir RTX 4090'\u0131n ise tipik olarak 450W'a kadar \u00e7ekece\u011fini g\u00f6stermektedir.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3467 alignnone\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-1024x570.png\" alt=\"NVIDIA ve Apple Silicon kar\u015f\u0131la\u015ft\u0131rmas\u0131\" width=\"1024\" height=\"570\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-1024x570.png 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-300x167.png 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-768x427.png 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-1536x855.png 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-18x10.png 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich.png 1779w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>Bu, yaln\u0131zca en y\u00fcksek performansa de\u011fil, ayn\u0131 zamanda watt ba\u015f\u0131na verimlili\u011fe de bakarsan\u0131z, Apple Silicon'nin m\u00fckemmel bir konumda oldu\u011funu g\u00f6stermektedir. \u00d6te yandan, muazzam paralelle\u015ftirilmi\u015f GPU mimarisi, \u00e7ok y\u00fcksek CUDA\/tens\u00f6r \u00e7ekirdek yo\u011funlu\u011fu ve \u00f6zel k\u00fct\u00fcphaneleri (CUDA, cuDNN, TensorRT) ile NVIDIA kartlar\u0131 (\u00f6rne\u011fin 3090, 4090, 5090) var. Bu, ham \u00fcst-flop performans\u0131n\u0131n genellikle \u00f6nde oldu\u011fu yerdir - ancak yerel dil modelleri i\u00e7in belirleyici s\u0131n\u0131rlamalar vard\u0131r: 20-30 milyar veya daha fazla parametreye sahip modeller y\u00fcklenecekse mevcut VRAM (\u00f6rne\u011fin oyun kartlar\u0131 i\u00e7in 24-32 GB) h\u0131zla bir darbo\u011faz haline gelir. \u00d6rne\u011fin bir kullan\u0131c\u0131 raporu, yakla\u015f\u0131k 32 GB VRAM'e sahip bir RTX 5090 ile 20-22 milyar parametreye sahip bir modeli yerle\u015ftirmenin zaten zor oldu\u011funu belirtiyor.<\/p>\n<p>Bu ba\u011flamda, yaln\u0131zca GPU \u00e7ekirdeklerine de\u011fil, ayn\u0131 zamanda mevcut bellek boyutuna, bant geni\u015fli\u011fine ve bellek mimarisine de bakmal\u0131s\u0131n\u0131z. \u00d6rne\u011fin 512 GB'a kadar birle\u015fik belle\u011fe sahip M3 Ultra (en \u00fcst konfig\u00fcrasyonlarda), bir\u00e7ok yerel da\u011f\u0131t\u0131m senaryosunda avantajlar sunar - \u00f6zellikle de modeller bulutta de\u011fil, kal\u0131c\u0131 olarak yerel olarak \u00e7al\u0131\u015facaksa.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Donan\u0131m<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Model \/ Kurulum<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Saniye ba\u015f\u0131na jeton (yakla\u015f\u0131k)<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">A\u00e7\u0131klama<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Apple M3 Ultra (Mac Studio)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">z. \u00f6rne\u011fin M3 Ultra'da Gemma-3-27B-Q4<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 41 tok\/s :contentReference[oaicite:2]{index=2}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">LLM \u00c7\u0131karsamas\u0131, ba\u011flam 4k belirte\u00e7, nicelle\u015ftirilmi\u015f<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>NVIDIA RTX 5090<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">8 \u00c7al\u0131\u015fmaya g\u00f6re B modeli (say\u0131salla\u015ft\u0131r\u0131lm\u0131\u015f)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 213 tok\/s :contentReference[oaicite:3]{index=3}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">8 B modeli, 4 bit, RLHF ortam\u0131<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>NVIDIA RTX 4090<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">8 B Model referans\u0131<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 128 tok\/s :contentReference[oaicite:4]{index=4}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">24 GB VRAM Ortam\u0131<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>NVIDIA RTX 3090<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Kar\u015f\u0131la\u015ft\u0131rmal\u0131 olarak B\u00fct\u00e7e HighEnd<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 112 tok\/s :contentReference[oaicite:5]{index=5}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u0130kinci el piyasas\u0131, 24 GB VRAM<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Pratik uygunluk: Yerel dil modellerinin anlaml\u0131 oldu\u011fu yerler<\/h3>\n<p>Yerel yapay zekan\u0131n olas\u0131 uygulamalar\u0131 g\u00fcn\u00fcm\u00fczde neredeyse s\u0131n\u0131rs\u0131zd\u0131r. Verilerin gizli kalmas\u0131 gerekti\u011finde veya s\u00fcre\u00e7lerin ger\u00e7ek zamanl\u0131 olarak \u00e7al\u0131\u015fmas\u0131 gerekti\u011finde, yerel s\u00fcr\u00fcm faydal\u0131 olacakt\u0131r. Uygulamadan \u00f6rnekler:<\/p>\n<ul>\n<li><strong>ERP sistemleri<\/strong>Otomatik metin analizi, \u00f6neriler, tahminler veya ileti\u015fim yard\u0131mc\u0131lar\u0131 - do\u011frudan yaz\u0131l\u0131mdan.<\/li>\n<li><strong>Kitap ve medya prod\u00fcksiyonu<\/strong>Stil kontrol\u00fc, \u00e7eviri, \u00f6zet, metin geni\u015fletme - hepsi yerel olarak, bulut ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 olmadan.<\/li>\n<li><strong>Avukatlar ve noterler<\/strong>Belge analizi, taslak savunmalar, ara\u015ft\u0131rma - en kat\u0131 gizlilik alt\u0131nda.<\/li>\n<li><strong>Doktorlar ve terapistler<\/strong>Vaka de\u011ferlendirmesi, dok\u00fcmantasyon veya otomatik raporlar - hasta verileri sistemden hi\u00e7 \u00e7\u0131kmadan.<\/li>\n<li><strong>M\u00fchendislik ofisleri ve mimarlar<\/strong>\u0130nternet olmadan da \u00e7al\u0131\u015fan metin, proje ve hesaplama sihirbazlar\u0131.<\/li>\n<li><strong>Genel olarak \u015firket<\/strong>Bilgi y\u00f6netimi, dahili sohbet asistanlar\u0131, protokol analizi, e-posta s\u0131n\u0131fland\u0131rmas\u0131 - hepsi kendi a\u011f\u0131n\u0131z i\u00e7inde.<\/li>\n<\/ul>\n<p>Bu, \u00f6zellikle ticari sekt\u00f6rde b\u00fcy\u00fck bir ad\u0131m: harici yapay zeka hizmetlerine \u00f6deme yapmak ve verileri buluta g\u00f6ndermek yerine, art\u0131k kendi makinelerinizde \u00f6zelle\u015ftirilmi\u015f modeller \u00e7al\u0131\u015ft\u0131rabilirsiniz. Bunlar \u015firketin kendi bilgisiyle \u00f6zelle\u015ftirilebilir, ince ayar yap\u0131labilir ve geni\u015fletilebilir - tamamen kontrol alt\u0131nda.<\/p>\n<p>Sonu\u00e7, kendi verileri \u00fczerindeki egemenlikten vazge\u00e7meden teknolojiyi kullanan modern ancak geleneksel olarak egemen bir BT ortam\u0131d\u0131r. Bize eski erdemleri hat\u0131rlatan bir yakla\u015f\u0131m: i\u015fleri kendi elimizde tutmak.<\/p>\n<hr \/>\n<h3>Yerel yapay zeka sistemleri \u00fczerine g\u00fcncel ara\u015ft\u0131rma<\/h3>\n<div class='bootstrap-yop yop-poll-mc'>\n\t\t\t\t\t\t\t<div class=\"basic-yop-poll-container\" style=\"background-color:#ffffff; border:0px; border-style:solid; border-color:#000000; border-radius:5px; padding:0px 5px;\" data-id=\"9\" data-temp=\"basic-pretty\" data-skin=\"square\" data-cscheme=\"blue\" data-cap=\"0\" data-access=\"guest\" data-tid=\"\" data-uid=\"4abf663db9de0d7be2f188b1b171d51b\" data-pid=\"2956\" data-resdet=\"votes-number,percentages\" data-show-results-to=\"guest\" data-show-results-moment=\"after-vote\" data-show-results-only=\"false\" data-show-message=\"true\" data-show-results-as=\"bar\" data-sort-results-by=\"as-defined\" data-sort-results-rule=\"asc\"data-is-ended=\"0\" data-percentages-decimals=\"2\" data-gdpr=\"no\" data-gdpr-sol=\"consent\" data-css=\".basic-yop-poll-container[data-uid] .basic-vote {\t\t\t\t\t\t\t\t\ttext-align: center;\t\t\t\t\t\t\t\t}\" data-counter=\"0\" data-load-with=\"1\" data-notification-section=\"top\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"basic-inner\"><div class=\"basic-message hide\" style=\"border-left: 10px solid #008000; padding: 0px 10px;\" data-error=\"#ff0000\" data-success=\"#008000\"><p class=\"basic-message-text\" style=\"color:#000000; font-size:14px; font-weight:normal;\"><\/p><\/div><div class=\"basic-overlay hide\"><div class=\"basic-vote-options\"><\/div><div class=\"basic-preloader\"><div class=\"basic-windows8\"><div class=\"basic-wBall basic-wBall_1\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_2\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_3\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_4\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_5\"><div class=\"basic-wInnerBall\"><\/div><\/div><\/div><\/div><\/div><form class=\"basic-form\" action=\"\"><input type=\"hidden\" name=\"_token\" value=\"13da36f501\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"c00abd61856748813736da3ddf2522c0\" data-type=\"question\" data-question-type=\"text\" data-required=\"yes\" data-allow-multiple=\"no\" data-min=\"1\" data-max=\"7\" data-display=\"vertical\" data-colnum=\"\" data-display-others=\"no\" data-others-color=\"\" data-others=\"\" data-others-max-chars=\"0\"><div class=\"basic-question-title\"><h5 style=\"color:#000000; font-size:16px; font-weight:normal; text-align:left;\">MLX veya Ollama gibi yerel olarak \u00e7al\u0131\u015fan yapay zeka yaz\u0131l\u0131mlar\u0131 hakk\u0131nda ne d\u00fc\u015f\u00fcn\u00fcyorsunuz?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"45\" data-type=\"text\" data-vn=\"150\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[45]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[45]\" name=\"answer[9]\" value=\"45\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Ingenious - nihayet buluttan ba\u011f\u0131ms\u0131z<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"46\" data-type=\"text\" data-vn=\"31\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[46]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[46]\" name=\"answer[9]\" value=\"46\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">\u0130lgin\u00e7, ancak (hala) \u00e7ok karma\u015f\u0131k<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"47\" data-type=\"text\" data-vn=\"29\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[47]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[47]\" name=\"answer[9]\" value=\"47\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Yak\u0131nda deneyece\u011fim.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"48\" data-type=\"text\" data-vn=\"5\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[48]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[48]\" name=\"answer[9]\" value=\"48\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">\u0130htiyac\u0131m yok - bulut benim i\u00e7in yeterli<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"49\" data-type=\"text\" data-vn=\"5\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[49]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[49]\" name=\"answer[9]\" value=\"49\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Bunun tam olarak ne hakk\u0131nda oldu\u011funu bilmiyorum.<\/span><\/label><\/div><\/li><\/ul><\/div><div class=\"clearfix\"><\/div><\/div><div class=\"basic-vote\"><a href=\"#\" class=\"button basic-vote-button\" role=\"button\" style=\"background:#027bb8; border:0px; border-style: solid; border-color:#000000; border-radius:5px; padding:10px 10px; color:#ffffff; font-size:14px; font-weight:normal;\">Oylama<\/a><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"tr\"\/><\/form><\/div><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n<hr \/>\n<h2>Genel bak\u0131\u015f: Mac Mini ve Mac Studio - \u015fu anda mevcut olanlar<\/h2>\n<p>Bug\u00fcn yerel dil modellerini bir Mac \u00fczerinde \u00e7al\u0131\u015ft\u0131rmak istiyorsak, \u00f6zellikle iki masa\u00fcst\u00fc s\u0131n\u0131f\u0131 odak noktas\u0131d\u0131r: Mac mini ve Mac Studio.<\/p>\n<ul>\n<li><strong>Mac Mini<\/strong>En yeni nesil Apple M4 \u00e7ip veya iste\u011fe ba\u011fl\u0131 olarak M4 Pro sunmaktad\u0131r. Teknik \u00f6zelliklere g\u00f6re, 24 GB veya 32 GB birle\u015fik belle\u011fe sahip varyantlar mevcuttur; Pro varyant\u0131 48 GB veya 64 GB'a kadar yap\u0131land\u0131r\u0131labilir birle\u015fik bellek ile sunulmaktad\u0131r. Bu, Mac Mini'yi bir\u00e7ok uygulama i\u00e7in \u00e7ok uygun hale getiriyor - \u00f6zellikle de model a\u015f\u0131r\u0131 b\u00fcy\u00fck de\u011filse veya paralel olarak \u00e7ok b\u00fcy\u00fck birka\u00e7 g\u00f6revi \u00e7al\u0131\u015ft\u0131rmas\u0131 gerekmiyorsa.<\/li>\n<li><strong>Mac St\u00fcdyo<\/strong>Burada bir ad\u0131m daha yukar\u0131 \u00e7\u0131k\u0131yoruz. \u00d6rne\u011fin, modele ba\u011fl\u0131 olarak Apple M4 Max \u00e7ip veya M3 Ultra \u00e7ip ile donat\u0131lm\u0131\u015ft\u0131r. M4 Max versiyonu ile 48 GB, 64 GB veya 128 GB'a kadar birle\u015fik bellek m\u00fcmk\u00fcnd\u00fcr. Mac Studio'nun M3 Ultra versiyonu 512 GB'a kadar birle\u015fik bellekle donat\u0131labilir. SSD boyutlar\u0131 ve bellek bant geni\u015flikleri de \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131yor. Bu da Mac Studio'yu daha zorlu modeller veya paralel s\u00fcre\u00e7ler i\u00e7in uygun hale getiriyor.<\/li>\n<\/ul>\n<p>K\u0131sa bir not olarak <strong>Mac Pro<\/strong> Ayr\u0131ca \u201edaha fazla kasa\u201c ya da PCI-e yuvalar\u0131 da mevcut - ancak dil modelleri a\u00e7\u0131s\u0131ndan, herhangi bir ek geni\u015fletme kart\u0131n\u0131z ya da \u00f6zel PCIe gereksiniminiz yoksa yerel s\u00fcr\u00fcm i\u00e7in Mac Studio'ya g\u00f6re pek bir avantaj sunmuyor.<\/p>\n<p>Ayr\u0131ca <strong>Defterler<\/strong> (\u00f6rne\u011fin MacBook Pro) kesinlikle kullan\u0131labilir - ancak k\u0131s\u0131tlamalarla: So\u011futma sistemleri daha k\u00fc\u00e7\u00fckt\u00fcr, termal performans daha s\u0131n\u0131rl\u0131d\u0131r ve RAM b\u00fct\u00e7esi genellikle daha d\u00fc\u015f\u00fckt\u00fcr. Uzun s\u00fcreli kullan\u0131m (AI modellerinde oldu\u011fu gibi) performans\u0131 d\u00fc\u015f\u00fcrebilir.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_q1UM6grX-IM\"><div id=\"lyte_q1UM6grX-IM\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fq1UM6grX-IM%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/q1UM6grX-IM\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fq1UM6grX-IM%2F0.jpg\" alt=\"YouTube video k\u00fc\u00e7\u00fck resmi\" width=\"640\" height=\"340\" \/><br \/>Bu videoyu YouTube'da izleyin<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nAI: Apple Nvidia'dan daha iyi! \ud83d\ude2e | <a href=\"https:\/\/www.youtube.com\/@ct3003\" target=\"_blank\" rel=\"noopener\">c't 3003<\/a><\/p>\n<h3>RAM \/ birle\u015fik bellek neden bu kadar \u00f6nemli?<\/h3>\n<p>Bir dil modeli yerel olarak \u00e7al\u0131\u015ft\u0131\u011f\u0131nda, ihtiya\u00e7 duyulan sadece CPU veya GPU performans\u0131 de\u011fildir - RAM (veya Apple durumunda \u201ebirle\u015fik bellek\u201c) de \u00e7ok \u00f6nemlidir. Neden mi?<\/p>\n<p>Modelin kendisi (a\u011f\u0131rl\u0131klar, aktivasyonlar, ara sonu\u00e7lar) bellekte tutulmal\u0131d\u0131r. Model ne kadar b\u00fcy\u00fck olursa, o kadar fazla bellek gerekir. Apple-Silicon yongalar\u0131 \"birle\u015fik bellek\" kullan\u0131r, yani CPU, GPU ve n\u00f6ral motor ayn\u0131 bellek havuzuna eri\u015fir. Bu da bile\u015fenler aras\u0131nda veri kopyalama ihtiyac\u0131n\u0131 ortadan kald\u0131rarak verimlili\u011fi ve h\u0131z\u0131 art\u0131r\u0131r.<\/p>\n<p>Yeterli RAM yoksa, sistemin de\u011fi\u015ftirilmesi gerekir veya modeller tam olarak y\u00fcklenmez - bu da performansta d\u00fc\u015f\u00fc\u015f, istikrars\u0131zl\u0131k veya iptal anlam\u0131na gelebilir. \u00d6zellikle \u00e7\u0131kar\u0131msal uygulamalarda (yan\u0131t olu\u015fturma, metin giri\u015fi, model geni\u015fletme), yan\u0131t s\u00fcresi ve verim \u00e7ok \u00f6nemlidir - yeterli bellek burada \u00f6nemli \u00f6l\u00e7\u00fcde yard\u0131mc\u0131 olur. Geleneksel bir masa\u00fcst\u00fc bilgisayar \u201eCPU RAM\u201c ve \u201eayr\u0131 GPU RAM\u201c terimleriyle d\u00fc\u015f\u00fcn\u00fcrd\u00fc - Apple Silicon ile zarif bir \u015fekilde birle\u015ftirilmi\u015ftir, bu da dil modellerini \u00e7al\u0131\u015ft\u0131rmay\u0131 \u00f6zellikle cazip hale getirir.<\/p>\n<h3>Tahmini de\u011ferler: Hangi b\u00fcy\u00fckl\u00fck s\u0131ras\u0131 ger\u00e7ek\u00e7idir?<\/h3>\n<p>Hangi donan\u0131ma ihtiyac\u0131n\u0131z olaca\u011f\u0131n\u0131 tahmin etmenize yard\u0131mc\u0131 olmak i\u00e7in, i\u015fte birka\u00e7 kaba k\u0131lavuz de\u011fer:<\/p>\n<ul>\n<li><strong>Daha k\u00fc\u00e7\u00fck modeller i\u00e7in<\/strong> (\u00f6rne\u011fin birka\u00e7 milyar parametre), 16 GB ila 32 GB RAM yeterli olabilir - \u00f6zellikle de yaln\u0131zca tek tek sorgular i\u015flenecekse. Bu nedenle 16\/32 GB'l\u0131k bir Mac Mini iyi bir ba\u015flang\u0131\u00e7 olacakt\u0131r.<\/li>\n<li><strong>Orta boy modeller i\u00e7in<\/strong> (\u00f6rn. 3-10 milyar parametre) veya birka\u00e7 paralel sohbet veya b\u00fcy\u00fck miktarda metin i\u00e7eren g\u00f6revler i\u00e7in 32 GB veya daha fazla RAM'i d\u00fc\u015f\u00fcnmelisiniz - \u00f6rn. 32 veya 48 GB'l\u0131k Mac Studio.<\/li>\n<li><strong>B\u00fcy\u00fck modeller i\u00e7in<\/strong> (&gt;20 milyar parametre) veya birden fazla model paralel \u00e7al\u0131\u015facaksa 64 GB veya daha fazlas\u0131n\u0131 se\u00e7ebilirsiniz - burada 64 GB veya daha y\u00fcksek Mac mini ve Mac Studio varyantlar\u0131 m\u00fcmk\u00fcnd\u00fcr.<\/li>\n<\/ul>\n<p>\u00d6nemli: Bir miktar tampon planlamay\u0131 unutmay\u0131n - sadece model de\u011fil, ayn\u0131 zamanda i\u015flem de (\u00f6rne\u011fin i\u015fletim sistemi, dosya G\/\u00c7, di\u011fer uygulamalar) bellek rezervleri gerektirir.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Kategori<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Tipik model boyutu<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">\u00d6nerilen RAM b\u00fct\u00e7esi<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Kullan\u0131m \u00f6rne\u011fi<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>K\u00fc\u00e7\u00fck<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">1-3 milyar parametre<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">16-32 GB<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Basit asistan, metin tan\u0131ma<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Orta<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">7-13 milyar Parametreler<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">32-64 GB<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Sohbet, analiz, metin olu\u015fturma<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>B\u00fcy\u00fck<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">30-70 milyar parametre<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">64 GB +<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u00d6zel metinler, yasal belgeler<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Geleneksel \"sunucu vs. masa\u00fcst\u00fc\" zihniyetinin sorgulanmas\u0131<\/h3>\n<p>Geleneksel olarak insanlar yapay zekan\u0131n sunucu \u00e7iftlikleri, \u00e7ok say\u0131da GPU, \u00e7ok fazla g\u00fc\u00e7 ve bir veri merkezi gerektirdi\u011fini d\u00fc\u015f\u00fcn\u00fcyordu. Ancak tablo de\u011fi\u015fiyor: Mac Mini veya Mac Studio gibi masa\u00fcst\u00fc bilgisayarlar art\u0131k b\u00fcy\u00fck bir altyap\u0131 olmadan yerel olarak \u00e7al\u0131\u015ft\u0131r\u0131lan bir\u00e7ok dil modeli i\u00e7in yeterli performans sunuyor. Y\u00fcksek elektrik maliyetleri, g\u00fc\u00e7l\u00fc so\u011futma ve karma\u015f\u0131k bak\u0131m yerine, masan\u0131zda sessiz, etkili bir cihaz elde edersiniz.<\/p>\n<p>Elbette, modelleri b\u00fcy\u00fck \u00f6l\u00e7ekte e\u011fitmek veya \u00e7ok say\u0131da parametre kullanmak istiyorsan\u0131z, sunucu \u00e7\u00f6z\u00fcmleri hala mant\u0131kl\u0131d\u0131r. Ancak masa\u00fcst\u00fc donan\u0131m\u0131 genellikle \u00e7\u0131kar\u0131m, \u00f6zelle\u015ftirme ve g\u00fcnl\u00fck kullan\u0131m i\u00e7in yeterlidir. Bu, geleneksel bir tutumla ili\u015fkilidir: teknolojiyi kullan\u0131n, ancak a\u015f\u0131r\u0131 b\u00fcy\u00fctmeyin - daha ziyade hedefli ve verimli bir \u015fekilde kullan\u0131n. Bug\u00fcn sa\u011flam bir yerel temel olu\u015fturursan\u0131z, yar\u0131n m\u00fcmk\u00fcn olacaklar i\u00e7in temel olu\u015fturursunuz.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_nwIZ5VI3Eus\"><div id=\"lyte_nwIZ5VI3Eus\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2FnwIZ5VI3Eus%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/nwIZ5VI3Eus\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FnwIZ5VI3Eus%2F0.jpg\" alt=\"YouTube video k\u00fc\u00e7\u00fck resmi\" width=\"640\" height=\"340\" \/><br \/>Bu videoyu YouTube'da izleyin<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nM3 Ultra vs RTX 5090 | Son Sava\u015f (\u0130ngilizce)<\/p>\n<h2>Dil modellerinin teknik karakterizasyonu<\/h2>\n<p>G\u00fcn\u00fcm\u00fczde dil modelleri yaln\u0131zca yetenekleri a\u00e7\u0131s\u0131ndan de\u011fil, ayn\u0131 zamanda mevcut olduklar\u0131 teknik format a\u00e7\u0131s\u0131ndan da farkl\u0131l\u0131k g\u00f6stermektedir. Bu formatlar modelin nas\u0131l kaydedilece\u011fini, y\u00fcklenece\u011fini ve kullan\u0131laca\u011f\u0131n\u0131 ve belirli bir sistemde \u00e7al\u0131\u015f\u0131p \u00e7al\u0131\u015fmayaca\u011f\u0131n\u0131 belirler.<\/p>\n<p><strong>GGUF (GPT Taraf\u0131ndan Olu\u015fturulan Birle\u015fik Format)<\/strong><\/p>\n<p>Bu format Ollama, LM Studio veya Llama.cpp gibi ara\u00e7larda pratik kullan\u0131m i\u00e7in geli\u015ftirilmi\u015ftir. Kompakt, ta\u015f\u0131nabilir ve yerel \u00e7\u0131kar\u0131m i\u00e7in son derece optimize edilmi\u015ftir. GGUF modelleri genellikle say\u0131salla\u015ft\u0131r\u0131lm\u0131\u015ft\u0131r, bu da dahili say\u0131sal de\u011ferler azalt\u0131lm\u0131\u015f bi\u00e7imde (\u00f6rne\u011fin 4 bit veya 8 bit) sakland\u0131\u011f\u0131 i\u00e7in \u00f6nemli \u00f6l\u00e7\u00fcde daha az bellek t\u00fckettikleri anlam\u0131na gelir. Sonu\u00e7 olarak, ba\u015flang\u0131\u00e7ta 30-50 GB boyutunda olan modeller, yaln\u0131zca hafif bir kalite kayb\u0131yla 5-10 GB'a s\u0131k\u0131\u015ft\u0131r\u0131labilir.<\/p>\n<ul>\n<li><strong>Avantaj<\/strong>Neredeyse t\u00fcm sistemlerde (macOS, Windows, Linux) \u00e7al\u0131\u015f\u0131r, \u00f6zel bir GPU gerektirmez.<\/li>\n<li><strong>Dezavantaj<\/strong>E\u011fitim veya ince ayar i\u00e7in tasarlanmam\u0131\u015ft\u0131r - saf \u00e7\u0131kar\u0131m (yani kullan\u0131m).<\/li>\n<\/ul>\n<p><strong>MLX (Apple Silicon i\u00e7in Makine \u00d6\u011frenimi)<\/strong><\/p>\n<p>MLX, Apple Silicon \u00fczerinde makine \u00f6\u011frenimi i\u00e7in Apple'nin kendi a\u00e7\u0131k kaynak \u00e7er\u00e7evesidir. M-Chip'lerdeki CPU, GPU ve Neural Engine'in t\u00fcm g\u00fcc\u00fcn\u00fc kullanmak i\u00e7in \u00f6zel olarak geli\u015ftirilmi\u015ftir. MLX modelleri genellikle yerel MLX format\u0131nda mevcuttur veya di\u011fer formatlardan d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr.<\/p>\n<ul>\n<li><strong>Avantaj<\/strong>Apple donan\u0131m\u0131nda maksimum performans ve enerji verimlili\u011fi.<\/li>\n<li><strong>Dezavantaj<\/strong>Hala nispeten gen\u00e7 bir ekosistem, GGUF veya PyTorch'a g\u00f6re daha az topluluk modeli mevcut.<\/li>\n<\/ul>\n<p><strong>Safetensors (.safetensors)<\/strong><\/p>\n<p>Bu format PyTorch d\u00fcnyas\u0131ndan gelmektedir (ve Hugging Face taraf\u0131ndan g\u00fc\u00e7l\u00fc bir \u015fekilde desteklenmektedir). Kod y\u00fcr\u00fct\u00fclmesine izin vermeyen b\u00fcy\u00fck modeller i\u00e7in g\u00fcvenli, ikili bir depolama format\u0131d\u0131r - dolay\u0131s\u0131yla \u201eg\u00fcvenli\u201c ad\u0131 verilmi\u015ftir.<\/p>\n<ul>\n<li><strong>Avantaj<\/strong>\u00c7ok h\u0131zl\u0131 y\u00fckleme, bellek tasarrufu, standartla\u015ft\u0131r\u0131lm\u0131\u015f.<\/li>\n<li><strong>Dezavantaj<\/strong>: Temel olarak PyTorch veya TensorFlow gibi \u00e7er\u00e7eveler i\u00e7in tasarlanm\u0131\u015ft\u0131r - yani geli\u015ftirici ortamlar\u0131nda ve e\u011fitim s\u00fcre\u00e7lerinde daha yayg\u0131nd\u0131r.<\/li>\n<\/ul>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Bi\u00e7im<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Platform<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Ama\u00e7<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Avantajlar<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Dezavantajlar<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>GGUF<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">macOS, Windows, Linux<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u00c7\u0131kar\u0131m<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Kompakt, h\u0131zl\u0131, evrensel<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">E\u011fitim m\u00fcmk\u00fcn de\u011fil<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>MLX<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">macOS (Apple Silicon)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u00c7\u0131kar\u0131m + E\u011fitim<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">M-Chip'ler i\u00e7in optimize edilmi\u015f, y\u00fcksek verimlilik<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Daha az model mevcut<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Safetens\u00f6rler<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u00c7apraz platform (PyTorch \/ TensorFlow)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">E\u011fitim ve Ara\u015ft\u0131rma<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">G\u00fcvenli, standartla\u015ft\u0131r\u0131lm\u0131\u015f, h\u0131zl\u0131<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Ollama \/ MLX ile do\u011frudan uyumlu de\u011fildir<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Hugging Face - merkezi tedarik kayna\u011f\u0131<\/h3>\n<p>Bug\u00fcn, Hugging Face yapay zeka d\u00fcnyas\u0131n\u0131n \"k\u00fct\u00fcphanesi\" gibi bir \u015fey. \u00dczerinde <a href=\"https:\/\/huggingface.co\" target=\"_blank\" rel=\"noopener\"><strong>huggingface.co<\/strong><\/a> on binlerce model, veri seti ve ara\u00e7 bulacaks\u0131n\u0131z - bunlar\u0131n \u00e7o\u011funu kullanmak \u00fccretsizdir. \u0130sme, mimariye, lisans t\u00fcr\u00fcne veya dosya format\u0131na g\u00f6re filtreleme yapabilirsiniz. \u0130ster Mistral, LLaMA, Falcon, Gemma veya Phi-3 olsun - neredeyse t\u00fcm iyi bilinen modeller burada temsil edilmektedir. \u00c7ok say\u0131da geli\u015ftirici, GGUF veya MLX ile yerel kullan\u0131m i\u00e7in \u00f6zelle\u015ftirilmi\u015f s\u00fcr\u00fcmler sunmaktad\u0131r.<\/p>\n<p>Bu da Hugging Face'i, bir modeli denemek ya da macOS i\u00e7in uygun bir varyant bulmak isteyen \u00e7o\u011fu kullan\u0131c\u0131 i\u00e7in ilk ba\u015fvuru noktas\u0131 haline getiriyor.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3464 alignnone\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-1024x644.jpg\" alt=\"Huggingface Web Sitesi\" width=\"1024\" height=\"644\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-1024x644.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-300x189.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-768x483.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-1536x966.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-2048x1288.jpg 2048w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-18x12.jpg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h3>Tipik modeller ve uygulama alanlar\u0131<\/h3>\n<p>Mevcut modellerin say\u0131s\u0131n\u0131 takip etmek art\u0131k neredeyse imkans\u0131z. Bununla birlikte, yerel kullan\u0131m i\u00e7in \u00f6zellikle ba\u015far\u0131l\u0131 oldu\u011fu kan\u0131tlanm\u0131\u015f birka\u00e7 ana aile vard\u0131r:<\/p>\n<ul>\n<li><strong>LLaMA ailesi (Meta)<\/strong>: En iyi bilinen a\u00e7\u0131k kaynak modellerinden biridir. Say\u0131s\u0131z t\u00fcrev i\u00e7in temel olu\u015fturur (\u00f6rne\u011fin Vicuna, WizardLM, Open-Hermes). G\u00fc\u00e7l\u00fc y\u00f6nleri: Dil anlama, diyalog, \u00e7ok y\u00f6nl\u00fc kullan\u0131m. Uygulama alan\u0131: Genel sohbet uygulamalar\u0131, i\u00e7erik \u00fcretimi, yard\u0131m sistemleri.<\/li>\n<li><strong>Mistral &amp; Mixtral (Mistral AI)<\/strong>K\u00fc\u00e7\u00fck bir model boyutuyla y\u00fcksek verimlilik ve iyi kalite ile tan\u0131n\u0131r. Mixtral 8x7B birka\u00e7 uzman modelini birle\u015ftirir (Mixture-of-Experts mimarisi). G\u00fc\u00e7l\u00fc y\u00f6nleri: H\u0131zl\u0131, kesin cevaplar, kaynak tasarrufu. Uygulama alan\u0131: \u015eirket i\u00e7i asistanlar, metin analizi, veri haz\u0131rlama.<\/li>\n<li><strong>Phi-3 (Microsoft Research)<\/strong>Kompakt model, d\u00fc\u015f\u00fck parametre say\u0131s\u0131na ra\u011fmen y\u00fcksek ses kalitesi i\u00e7in optimize edilmi\u015ftir. G\u00fc\u00e7l\u00fc y\u00f6nleri: Verimlilik, iyi dilbilgisi, yap\u0131land\u0131r\u0131lm\u0131\u015f yan\u0131tlar. Uygulama alan\u0131: Daha k\u00fc\u00e7\u00fck sistemler, yerel bilgi modelleri, entegre asistanlar.<\/li>\n<li><strong>Gemma (Google)<\/strong>: Google Research taraf\u0131ndan a\u00e7\u0131k bir model olarak yay\u0131nlanm\u0131\u015ft\u0131r. \u00d6zet ve a\u00e7\u0131klay\u0131c\u0131 g\u00f6revler i\u00e7in iyi. G\u00fc\u00e7l\u00fc y\u00f6nleri: Tutarl\u0131l\u0131k, ba\u011flamsalla\u015ft\u0131r\u0131lm\u0131\u015f a\u00e7\u0131klamalar. Uygulama alan\u0131: bilgi i\u015fleme, e\u011fitim, dan\u0131\u015fmanl\u0131k sistemleri.<\/li>\n<li><strong>GPT-OSS \/ OpenHermes modelleri<\/strong>LLaMA modifikasyonlar\u0131 ile birlikte, a\u00e7\u0131k kaynak modelleri ile ticari sistemlerin i\u015flevsel kapsam\u0131 aras\u0131nda bir \"k\u00f6pr\u00fc\" olu\u015ftururlar. G\u00fc\u00e7l\u00fc y\u00f6nleri: Geni\u015f dil taban\u0131, esnek kullan\u0131m. Uygulama alan\u0131: \u0130\u00e7erik olu\u015fturma, sohbet ve analiz g\u00f6revleri, dahili yapay zeka yard\u0131m\u0131.<\/li>\n<li><strong>Claude \/ Command R \/ Falcon \/ Yi \/ Zephyr<\/strong>Bunlar ve di\u011fer bir\u00e7ok model (\u00e7o\u011funlukla ara\u015ft\u0131rma projelerinden veya a\u00e7\u0131k topluluklardan) bilgi alma, kod olu\u015fturma veya \u00e7ok dillilik gibi \u00f6zel i\u015flevler sunar.<\/li>\n<\/ul>\n<p>En \u00f6nemli nokta, hi\u00e7bir modelin her \u015feyi m\u00fckemmel bir \u015fekilde yapamayaca\u011f\u0131d\u0131r. Her birinin g\u00fc\u00e7l\u00fc ve zay\u0131f y\u00f6nleri vard\u0131r - ve uygulamaya ba\u011fl\u0131 olarak, hedefe y\u00f6nelik bir kar\u015f\u0131la\u015ft\u0131rma yapmaya de\u011fer.<\/p>\n<h3>Hangi model hangi ama\u00e7 i\u00e7in uygundur?<\/h3>\n<p>Ger\u00e7ek\u00e7i bir de\u011ferlendirme elde etmek i\u00e7in modeller kabaca performans ve uygulama s\u0131n\u0131flar\u0131na ayr\u0131labilir:<\/p>\n<p>\u00d6zetler, yaz\u0131\u015fmalar, \u00e7eviri, analiz gibi \u00e7o\u011fu ger\u00e7ek\u00e7i masa\u00fcst\u00fc uygulamas\u0131 i\u00e7in orta modeller (<strong>7-13 B<\/strong>) tamamen yeterlidir. \u0130nan\u0131lmaz derecede iyi sonu\u00e7lar verirler, sorunsuz \u00e7al\u0131\u015f\u0131rlar <strong>32-48 GB RAM ile Mac Mini M4 Pro<\/strong> ve neredeyse hi\u00e7 yeniden ayarlama gerektirmez.<\/p>\n<p><strong>B\u00fcy\u00fck modeller<\/strong> Daha derin bir anlay\u0131\u015f veya daha uzun ba\u011flamlar \u00f6nemli oldu\u011funda - \u00f6rne\u011fin yasal metinleri veya teknik belgeleri i\u015flerken - g\u00fc\u00e7l\u00fc y\u00f6nlerini g\u00f6sterirler. Ancak, en az bir tanesine sahip olmal\u0131s\u0131n\u0131z <strong>64-128 GB ile Mac Studio<\/strong> \u00c7al\u0131\u015fma belle\u011fini kullan\u0131n.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Model ailesi<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">K\u00f6ken<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">G\u00fc\u00e7l\u00fc Y\u00f6nler<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Uygulama alan\u0131<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>LLaMA<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Meta<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Dili anlama, diyalog<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Genel sohbet uygulamalar\u0131<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Mistral \/ Mixtral<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Mistral AI<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Verimlilik, y\u00fcksek hassasiyet<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u015eirket asistanlar\u0131, analiz<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Phi-3<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Microsoft Ara\u015ft\u0131rma<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Kompakt, dilsel a\u00e7\u0131dan g\u00fc\u00e7l\u00fc<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">K\u00fc\u00e7\u00fck sistemler, yerel yapay zeka<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Gemma<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Google Ara\u015ft\u0131rma<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Tutarl\u0131l\u0131k, a\u00e7\u0131klanabilirlik<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Dan\u0131\u015fmanl\u0131k, \u00f6\u011fretim, metin a\u00e7\u0131klama<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>Dil modellerini yerel olarak \u00e7al\u0131\u015ft\u0131rma se\u00e7enekleri<\/h2>\n<p>Bug\u00fcn kendi Mac'inizde bir dil modeli kullanmak istiyorsan\u0131z, teknik gereksinimlerinize ve istedi\u011finiz amaca ba\u011fl\u0131 olarak birka\u00e7 uygulanabilir se\u00e7enek vard\u0131r. \u0130\u015fin en g\u00fczel yan\u0131, ba\u015flamak i\u00e7in art\u0131k karma\u015f\u0131k bir geli\u015ftirme ortam\u0131na ihtiyac\u0131n\u0131z olmamas\u0131.<\/p>\n<h3>Ollama - karma\u015f\u0131k olmayan ba\u015flang\u0131\u00e7<\/h3>\n<p><a href=\"https:\/\/ollama.com\" target=\"_blank\" rel=\"noopener\"><strong>Ollama<\/strong><\/a> h\u0131zla yerel yapay zeka modelleri i\u00e7in standart bir ara\u00e7 haline gelmi\u015ftir. MacOS \u00fczerinde yerel olarak \u00e7al\u0131\u015f\u0131r, Apple Silicon'nin performans\u0131n\u0131 en iyi \u015fekilde kullan\u0131r ve bir modelin tek bir komutla ba\u015flat\u0131lmas\u0131na olanak tan\u0131r:<\/p>\n<p><code data-no-translation=\"\">ollama run mistral<\/code><\/p>\n<p>Bu, istenen modeli otomatik olarak y\u00fckler ve haz\u0131rlar, daha sonra terminalde veya yerel aray\u00fczler arac\u0131l\u0131\u011f\u0131yla kullan\u0131labilir. Ollama, GGUF format\u0131n\u0131 destekler, Hugging Face'ten model indirilmesine izin verir ve REST API'leri arac\u0131l\u0131\u011f\u0131yla veya do\u011frudan di\u011fer programlara entegre edilebilir.<\/p>\n<p>Nas\u0131l \u00e7al\u0131\u015f\u0131l\u0131r <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/local-ki-on-the-mac-like-this-1tp12ollama-ile-bir-dil-modeli-olusturmak-icin\/\"><strong>Ollama yerel bir dil modeli installiert<\/strong><\/a> ve ba\u015fka hangi se\u00e7eneklere sahip oldu\u011funuz ba\u015fka bir makalede ayr\u0131nt\u0131l\u0131 olarak a\u00e7\u0131klanmaktad\u0131r. Ayr\u0131ca nas\u0131l kullan\u0131laca\u011f\u0131na dair ba\u015fka makaleler de vard\u0131r <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/kendi-verileri-icin-evrensel-arama-motoru-olarak-ollama-ve-qdrant-ile-rag\/\"><strong>Qdrant esnek bir bellek<\/strong><\/a> yerel yapay zekas\u0131 i\u00e7in.<\/p>\n<h3>LM Studio - grafiksel kullan\u0131c\u0131 aray\u00fcz\u00fc ve y\u00f6netim<\/h3>\n<p><a href=\"https:\/\/lmstudio.ai\" target=\"_blank\" rel=\"noopener\"><strong>LM St\u00fcdyo<\/strong><\/a> grafiksel bir kullan\u0131c\u0131 aray\u00fcz\u00fcn\u00fc tercih eden herkese y\u00f6neliktir. Model indirmeleri, sohbet pencereleri, s\u0131cakl\u0131k kontrolleri, sistem uyar\u0131lar\u0131 ve bellek y\u00f6netimini tek bir uygulamada sunar. Bu \u00f6zellikle yeni ba\u015flayanlar i\u00e7in idealdir: komut sat\u0131r\u0131yla \u00e7al\u0131\u015fmak zorunda kalmadan farkl\u0131 modelleri deneyebilir, kar\u015f\u0131la\u015ft\u0131rabilir, kaydedebilir ve bunlar aras\u0131nda ge\u00e7i\u015f yapabilirsiniz. Yaz\u0131l\u0131m Apple Silicon \u00fczerinde kararl\u0131 bir \u015fekilde \u00e7al\u0131\u015f\u0131r ve GGUF modellerini de destekler.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3465 size-full\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lm-studio-modelle-scaled.jpg\" alt=\"LM-Studio&#039;da modelleri indirin\" width=\"1024\" height=\"681\" \/><\/p>\n<h3>MLX \/ Python - geli\u015ftiriciler ve entegrat\u00f6rler i\u00e7in<\/h3>\n<p>Daha derine inmek veya modelleri kendi programlar\u0131n\u0131za entegre etmek istiyorsan\u0131z, Apple'nin MLX \u00e7er\u00e7evesini kullanabilirsiniz. Bu, modellerin do\u011frudan Python veya Swift uygulamalar\u0131na g\u00f6m\u00fclmesini sa\u011flar. Avantaj\u0131, maksimum kontrol ve mevcut i\u015f ak\u0131\u015flar\u0131na entegrasyonda yatmaktad\u0131r - \u00f6rne\u011fin, bir \u015firket kendi yaz\u0131l\u0131m\u0131na AI i\u015flevleri eklemek istiyorsa.<\/p>\n<h3>FileMaker Sunucu 2025 - Kurumsal ba\u011flamda yapay zeka<\/h3>\n<p>O zamandan beri <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/lora-egi%cc%87ti%cc%87mi%cc%87-fi%cc%87lemaker-2025-bueyuek-di%cc%87l-modelleri%cc%87ni%cc%87n-i%cc%87nce-ayarlarini-nasil-kolaylastiriyor\/\"><strong>FileMaker Sunucu 2025<\/strong><\/a> MLX tabanl\u0131 dil modelleri sunucu taraf\u0131nda da ele al\u0131nabilir. Bu da ilk kez merkezi bir i\u015f uygulamas\u0131n\u0131n (\u00f6rne\u011fin ERP veya CRM sistemi) kendi yerel yapay zekas\u0131 ile donat\u0131lmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131l\u0131yor. \u00d6rne\u011fin, destek talepleri otomatik olarak s\u0131n\u0131fland\u0131r\u0131labilir, m\u00fc\u015fteri talepleri de\u011ferlendirilebilir veya belgelerdeki i\u00e7erik analiz edilebilir - veriler \u015firket d\u0131\u015f\u0131na \u00e7\u0131kmadan.<\/p>\n<p>Bu \u00f6zellikle kat\u0131 veri koruma veya uyumluluk gereklilikleri olan sekt\u00f6rler (t\u0131p, hukuk, idare, end\u00fcstri) i\u00e7in ilgi \u00e7ekicidir.<\/p>\n<h2>Tipik engeller ve bunlardan nas\u0131l ka\u00e7\u0131n\u0131laca\u011f\u0131<\/h2>\n<p>Giri\u015f engeli d\u00fc\u015f\u00fck olsa bile, dikkat etmeniz gereken birka\u00e7 nokta var:<br \/>\nBellek s\u0131n\u0131rlar\u0131: Model mevcut bellek i\u00e7in \u00e7ok b\u00fcy\u00fckse, hi\u00e7 ba\u015flamayacak veya \u00e7ok yava\u015f olacakt\u0131r. Nicelle\u015ftirme (\u00f6rne\u011fin 4 bit) veya daha k\u00fc\u00e7\u00fck bir model burada yard\u0131mc\u0131 olabilir.<\/p>\n<ul>\n<li><strong>Y\u00fck ve \u0131s\u0131 geli\u015fiminin hesaplanmas\u0131<\/strong>: Mac, uzun oturumlar s\u0131ras\u0131nda fark edilir derecede \u0131s\u0131nabilir. \u0130yi havaland\u0131rma ve etkinlik ekran\u0131na g\u00f6z kulak olman\u0131z tavsiye edilir.<\/li>\n<li><strong>\u00dc\u00e7\u00fcnc\u00fc taraf yaz\u0131l\u0131mlar i\u00e7in GPU deste\u011fi eksikli\u011fi<\/strong>Baz\u0131 eski ara\u00e7lar veya ba\u011flant\u0131 noktalar\u0131 Neural Engine'i verimli bir \u015fekilde kullanmaz. Bu gibi durumlarda MLX daha iyi sonu\u00e7lar sa\u011flayabilir.<\/li>\n<li><strong>A\u011f ba\u011flant\u0131 noktalar\u0131 ve haklar\u0131<\/strong>Birden fazla istemci ayn\u0131 modele eri\u015fecekse (\u00f6rne\u011fin bir \u015firket a\u011f\u0131 i\u00e7inde), yerel ba\u011flant\u0131 noktalar\u0131 serbest b\u0131rak\u0131lmal\u0131d\u0131r - tercihen HTTPS veya dahili bir proxy arac\u0131l\u0131\u011f\u0131yla g\u00fcvence alt\u0131na al\u0131nmal\u0131d\u0131r.<\/li>\n<li><strong>Veri g\u00fcvenli\u011fi<\/strong>Modeller yerel olarak \u00e7al\u0131\u015fsa bile hassas metinler g\u00fcvensiz ortamlarda saklanmamal\u0131d\u0131r. Yerel g\u00fcnl\u00fckler ve sohbet g\u00fcnl\u00fcklerinin unutulmas\u0131 kolayd\u0131r, ancak genellikle de\u011ferli bilgiler i\u00e7erir.<\/li>\n<\/ul>\n<p>Bu noktalara dikkat ederseniz, \u015fa\u015f\u0131rt\u0131c\u0131 derecede az \u00e7abayla g\u00fcvenli, sessiz ve verimli \u00e7al\u0131\u015fan g\u00fc\u00e7l\u00fc, yerel bir AI sistemi \u00e7al\u0131\u015ft\u0131rabilirsiniz.<\/p>\n<h3>Zaman \u00e7izelgesi ve stratejik hususlar<\/h3>\n<p>\u00d6n\u00fcm\u00fczdeki y\u0131llarda bir\u00e7ok mesle\u011fin g\u00fcnl\u00fck ya\u015fam\u0131n\u0131 de\u011fi\u015ftirecek bir geli\u015fmenin hen\u00fcz ba\u015f\u0131nday\u0131z. Yerel yapay zeka modelleri giderek daha k\u00fc\u00e7\u00fck, daha h\u0131zl\u0131 ve daha verimli hale gelirken kaliteleri de artmaya devam edecek. Bug\u00fcn hala 30 GB bellek gerektiren bir \u015fey, bir y\u0131l sonra ayn\u0131 ses kalitesiyle yaln\u0131zca 10 GB gerektirebilir. Ayn\u0131 zamanda, modelleri do\u011frudan Office programlar\u0131na, taray\u0131c\u0131lara veya \u015firket yaz\u0131l\u0131mlar\u0131na entegre etmek i\u00e7in kullan\u0131labilecek yeni aray\u00fczler ortaya \u00e7\u0131k\u0131yor.<\/p>\n<p>Bug\u00fcn yerel bir yapay zeka altyap\u0131s\u0131na do\u011fru ad\u0131m atan \u015firketler, kendileri i\u00e7in bir avantaj yarat\u0131yor. Uzmanl\u0131k geli\u015ftiriyor, veri egemenliklerini g\u00fcvence alt\u0131na al\u0131yor ve kendilerini fiyat dalgalanmalar\u0131ndan veya harici sa\u011flay\u0131c\u0131lar taraf\u0131ndan uygulanan kullan\u0131m k\u0131s\u0131tlamalar\u0131ndan ba\u011f\u0131ms\u0131z hale getiriyorlar. Mant\u0131kl\u0131 bir strateji \u015fu \u015fekilde olabilir:<\/p>\n<ul>\n<li>\u0130lk olarak k\u00fc\u00e7\u00fck bir modelle deneme yap\u0131n (\u00f6rne\u011fin Ollama veya LM Studio arac\u0131l\u0131\u011f\u0131yla 3-7 milyar parametre).<\/li>\n<li>Ard\u0131ndan hangi g\u00f6revlerin otomatikle\u015ftirilebilece\u011fini \u00f6zellikle kontrol edin.<\/li>\n<li>Gerekirse, daha b\u00fcy\u00fck modelleri entegre edin veya \"AI sunucusu\" olarak merkezi bir Mac Studio kurun.<\/li>\n<li>Orta vadede, yapay zeka deste\u011fi ile i\u00e7 s\u00fcre\u00e7leri (\u00f6rne\u011fin dok\u00fcmantasyon, metin analizi, ileti\u015fim) yeniden d\u00fczenleyin.<\/li>\n<\/ul>\n<p>Bu ad\u0131m ad\u0131m yakla\u015f\u0131m sadece ekonomik olarak mant\u0131kl\u0131 de\u011fil, ayn\u0131 zamanda s\u00fcrd\u00fcr\u00fclebilirdir - trendler taraf\u0131ndan y\u00f6nlendirilmek yerine teknolojiyi kendi h\u0131z\u0131n\u0131zda benimseme ilkesini takip eder.<\/p>\n<p>Ayr\u0131 bir makalede, daha yeni teknolojilerin nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 ayr\u0131nt\u0131l\u0131 olarak anlatt\u0131m. <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/09\/yerel-ki-olarak-elma-si%cc%87li%cc%87kon-uezeri%cc%87ndeki%cc%87-mlx-ollama-co-i%cc%87le-karsilastirildi\/\"><strong>GGUF ile kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda MLX format\u0131<\/strong><\/a> Mac'te Ollama arac\u0131l\u0131\u011f\u0131yla.<\/p>\n<h2>Dijital egemenli\u011fe giden sessiz bir yol olarak yerel yapay zeka<\/h2>\n<p>Yerel dil modelleri, dijital d\u00fcnyada kendi kaderini tayin etmeye geri d\u00f6n\u00fc\u015f\u00fc i\u015faret ediyor.<br \/>\nVerileri ve fikirleri uzaktaki bulut veri merkezlerine g\u00f6ndermek yerine, art\u0131k kendi ara\u00e7lar\u0131n\u0131zla yine do\u011frudan masan\u0131zda, kendi kontrol\u00fcn\u00fcz alt\u0131nda \u00e7al\u0131\u015fabilirsiniz.<\/p>\n<p>\u0130ster Mac Mini, ister Mac Studio veya g\u00fc\u00e7l\u00fc bir diz\u00fcst\u00fc bilgisayarda olsun - do\u011fru donan\u0131ma sahipseniz, art\u0131k kendi yapay zekan\u0131z\u0131 kullanabilir, e\u011fitebilir ve daha da geli\u015ftirebilirsiniz. \u0130ster ki\u015fisel asistan olarak, ister bir ERP sisteminin par\u00e7as\u0131 olarak, ister bir yay\u0131nevinde ara\u015ft\u0131rma yard\u0131mc\u0131s\u0131 olarak veya bir hukuk firmas\u0131nda veri koruma uyumlu bir \u00e7\u00f6z\u00fcm olarak - olas\u0131l\u0131klar \u015fa\u015f\u0131rt\u0131c\u0131 derecede geni\u015f.<\/p>\n<p>Ve bununla ilgili en iyi \u015fey: bize bilgisayar\u0131n eski g\u00fcc\u00fcn\u00fc hat\u0131rlat\u0131yor - yani nas\u0131l \u00e7al\u0131\u015fmam\u0131z gerekti\u011fini dikte eden bir hizmetten ziyade kendi kendinizi kontrol etti\u011finiz bir ara\u00e7 olmak. Bu da yerel yapay zekay\u0131 modern \u00f6zerkli\u011fin bir sembol\u00fc haline getiriyor - sessiz, verimli ve yine de etkileyici bir etkiye sahip.<\/p>\n<h3>\u015eirketteki yerel yapay zeka, do\u011fru sistem temeli ile de\u011ferini ortaya \u00e7\u0131kar\u0131r<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/tr\/erp-yazilimi\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-3182 size-medium\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-300x200.jpg\" alt=\"ERP yaz\u0131l\u0131m\u0131\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>Yerel yapay zeka hakk\u0131ndaki tart\u0131\u015fmalar genellikle donan\u0131m, modeller ve h\u0131za odaklan\u0131r; ancak ger\u00e7ek faydalar yaln\u0131zca kendi verileriniz ve s\u00fcre\u00e7lerinizle etkile\u015fim halinde ortaya \u00e7\u0131kar. Yapay zekay\u0131 ger\u00e7ekten mant\u0131kl\u0131 bir \u015fekilde kullanmak istiyorsan\u0131z, bilginin da\u011f\u0131n\u0131k de\u011fil, yap\u0131land\u0131r\u0131lm\u0131\u015f bir \u015fekilde mevcut oldu\u011fu istikrarl\u0131, kontroll\u00fc bir ortama ihtiyac\u0131n\u0131z vard\u0131r. \u0130\u015fte tam da bu noktada <a href=\"https:\/\/www.markus-schall.de\/tr\/erp-yazilimi\/\"><strong>yerel olarak i\u015fletilen ERP \u00e7\u00f6z\u00fcm\u00fc<\/strong><\/a> \u015eirket i\u00e7indeki veriler, s\u00fcre\u00e7ler ve korelasyonlar i\u00e7in omurgay\u0131 olu\u015fturur. Bu, gFM Business ERP gibi bir \u00e7\u00f6z\u00fcmle birlikte, yerel yapay zekan\u0131n yaln\u0131zca yan\u0131tlar sa\u011flamakla kalmay\u0131p, ayn\u0131 zamanda ba\u011flamsalla\u015ft\u0131r\u0131lm\u0131\u015f bir \u015fekilde - \u00f6rne\u011fin kendi bilgi grafi\u011fini entegre ederek - \u00e7al\u0131\u015ft\u0131\u011f\u0131 kapal\u0131 bir d\u00f6ng\u00fc olu\u015fturur. Kararlar art\u0131k genel modellere de\u011fil, ger\u00e7ek \u015firket verilerine dayan\u0131yor. Sonu\u00e7, ger\u00e7ek dijital egemenli\u011fe do\u011fru sessiz ama etkili bir ad\u0131md\u0131r: daha fazla kontrol, daha fazla verimlilik ve \u015firkete uyum sa\u011flayan bir sistem - tam tersi de\u011fil.<\/p>\n<h2>\u00d6nerilen kaynaklar<\/h2>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2508.08531\" target=\"_blank\" rel=\"noopener\"><strong>Apple Silicon \u00fczerinde B\u00fcy\u00fck Dil Modeli \u00c7\u0131kar\u0131m\u0131n\u0131n Profilinin \u00c7\u0131kar\u0131lmas\u0131<\/strong><\/a>Bir Niceleme Perspektifi (Benazir &amp; Lin vd., 2025) - NVIDIA GPU'lara k\u0131yasla Apple Silicon \u00fczerindeki \u00e7\u0131kar\u0131m performans\u0131n\u0131, \u00f6zellikle nicelemeye odaklanarak ayr\u0131nt\u0131l\u0131 olarak inceler.<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2511.05502\" target=\"_blank\" rel=\"noopener\"><strong>Apple Silicon \u00fczerinde \u00dcretim S\u0131n\u0131f\u0131 Yerel LLM \u00c7\u0131karsamas\u0131<\/strong><\/a>: MLX, MLC-LLM, Ollama, llama.cpp ve PyTorch MPS \u00dczerine Kar\u015f\u0131la\u015ft\u0131rmal\u0131 Bir \u00c7al\u0131\u015fma (Rajesh vd., 2025) - MLX dahil Apple Silicon \u00fczerinde farkl\u0131 platformlar\u0131n verim, gecikme, ba\u011flam uzunlu\u011fu a\u00e7\u0131s\u0131ndan kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131.<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2510.18921\" target=\"_blank\" rel=\"noopener\"><strong>MLX ile Apple Silicon \u00fczerinde Cihaz \u00dczerinde Makine \u00d6\u011frenimini K\u0131yaslama<\/strong><\/a> (Ajayi &amp; Odunayo, 2025) - NVIDIA sistemlerine kar\u015f\u0131 k\u0131yaslama verileriyle MLX ve Apple Silicon'ye odaklanm\u0131\u015ft\u0131r.<\/li>\n<\/ul>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-200 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-200 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">G\u00fcn\u00fcm\u00fcz\u00fcn sosyal sorunlar\u0131<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-200\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"vicco von b\u00fclow alias loriot &#8211; ordnung, form und der leise widerstand des humors\" data-id=\"4169\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"deutschland erfahrungen pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/vicco-von-buelow-takma-adi-loriot-si%cc%87pari%cc%87s-formu-ve-mi%cc%87zahin-sessi%cc%87z-di%cc%87reni%cc%87si%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Vicco von B\u00fclow nam-\u0131 di\u011fer Loriot - d\u00fczen, bi\u00e7im ve mizah\u0131n sessiz direni\u015fi<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"747\" class=\"attachment-full size-full\" alt=\"\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-300x219.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-768x560.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Loriot-Titel-16x12.jpg 16w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/vicco-von-buelow-takma-adi-loriot-si%cc%87pari%cc%87s-formu-ve-mi%cc%87zahin-sessi%cc%87z-di%cc%87reni%cc%87si%cc%87\/\" rel=\"bookmark\">Vicco von B\u00fclow nam-\u0131 di\u011fer Loriot - d\u00fczen, bi\u00e7im ve mizah\u0131n sessiz direni\u015fi<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"reichweite ist kein eigentum &#8211; warum sichtbarkeit heute nicht mehr ausreicht\" data-id=\"3994\"  data-category=\"allgemein filemaker &amp; erp gesellschaft kunst &amp; kultur\" data-post_tag=\"datenlogik datenschutz denkmodelle digitales eigentum erp-software\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/erisim-sahiplik-degildir-neden-goeruenuerluek-guenuemuezde-artik-yeterli-degildir\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Eri\u015fim sahiplik de\u011fildir - G\u00fcn\u00fcm\u00fczde g\u00f6r\u00fcn\u00fcrl\u00fck neden art\u0131k yeterli de\u011fil?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Eri\u015fim ve sahiplik\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/erisim-sahiplik-degildir-neden-goeruenuerluek-guenuemuezde-artik-yeterli-degildir\/\" rel=\"bookmark\">Eri\u015fim sahiplik de\u011fildir - G\u00fcn\u00fcm\u00fczde g\u00f6r\u00fcn\u00fcrl\u00fck neden art\u0131k yeterli de\u011fil?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"jan-josef liefers: ein portr\u00e4t \u00fcber haltung, herkunft und k\u00fcnstlerische freiheit\" data-id=\"3854\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland erfahrungen krisen lernen meinungsfreiheit musik pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Jan-Josef Liefers\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" rel=\"bookmark\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"warum dieter bohlen spricht, wenn andere schweigen: ein portr\u00e4t \u00fcber flei\u00df und klarheit\" data-id=\"3744\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"auswandern deutschland erfahrungen krisen meinungsfreiheit musik portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/di%cc%87eter-bohlen-di%cc%87gerleri%cc%87-sessi%cc%87z-kalirken-neden-konusuyor-bi%cc%87r-caliskanlik-ve-netli%cc%87k-portresi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Di\u011ferleri sessiz kal\u0131rken Dieter Bohlen neden konu\u015fuyor? Bir \u00e7al\u0131\u015fkanl\u0131k ve a\u00e7\u0131kl\u0131k portresi<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Bohlen-Portrait.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Bohlen-Portrait.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Bohlen-Portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Bohlen-Portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Bohlen-Portrait-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/di%cc%87eter-bohlen-di%cc%87gerleri%cc%87-sessi%cc%87z-kalirken-neden-konusuyor-bi%cc%87r-caliskanlik-ve-netli%cc%87k-portresi%cc%87\/\" rel=\"bookmark\">Di\u011ferleri sessiz kal\u0131rken Dieter Bohlen neden konu\u015fuyor? Bir \u00e7al\u0131\u015fkanl\u0131k ve a\u00e7\u0131kl\u0131k portresi<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>S\u0131k\u00e7a sorulan sorular<\/h2>\n<ol>\n<li><strong>Yerel dil modeli tam olarak nedir?<\/strong><br \/>\nYerel dil modeli, ChatGPT'ye benzer \u015fekilde metinleri anlayabilen ve olu\u015fturabilen bir yapay zekad\u0131r. Aradaki fark, internet \u00fczerinden de\u011fil, do\u011frudan kendi bilgisayar\u0131n\u0131zda \u00e7al\u0131\u015fmas\u0131d\u0131r. T\u00fcm hesaplamalar yerel olarak ger\u00e7ekle\u015fir ve harici sunuculara hi\u00e7bir veri g\u00f6nderilmez. Bu, kendi bilgileriniz \u00fczerinde tam kontrole sahip oldu\u011funuz anlam\u0131na gelir.<\/li>\n<li><strong>Yerel bir yapay zeka ChatGPT gibi bir bulut \u00e7\u00f6z\u00fcm\u00fcne g\u00f6re ne gibi avantajlar sunuyor?<\/strong><br \/>\nEn b\u00fcy\u00fck \u00fc\u00e7 avantaj veri korumas\u0131, ba\u011f\u0131ms\u0131zl\u0131k ve maliyet kontrol\u00fcd\u00fcr.<br \/>\n- Veri koruma: Hi\u00e7bir metin bilgisayardan \u00e7\u0131kmaz.<br \/>\n- Ba\u011f\u0131ms\u0131zl\u0131k: \u0130nternet ba\u011flant\u0131s\u0131 gerekmez, sa\u011flay\u0131c\u0131 de\u011fi\u015fikli\u011fi veya ar\u0131za riski yoktur.<br \/>\n- Maliyetler: Talep ba\u015f\u0131na devam eden \u00fccret yok. Donan\u0131m i\u00e7in bir kez \u00f6deme yapars\u0131n\u0131z - hepsi bu.<\/li>\n<li><strong>Bir dil modelini yerel olarak kullanmak i\u00e7in programlama becerilerine ihtiyac\u0131n\u0131z var m\u0131?<\/strong><br \/>\nHay\u0131r. Ollama veya LM Studio gibi modern ara\u00e7larla, bir model sadece birka\u00e7 t\u0131klama ile ba\u015flat\u0131labilir. Bug\u00fcn, yeni ba\u015flayanlar bile tek bir sat\u0131r kod yazmadan sadece birka\u00e7 dakika i\u00e7inde yerel bir yapay zeka \u00e7al\u0131\u015ft\u0131rabilir.<\/li>\n<li><strong>Hangi Apple cihazlar\u0131 \u00f6zellikle uygundur?<\/strong><br \/>\nYeni ba\u015flayanlar i\u00e7in M4 veya M4 Pro ve en az 32 GB RAM'e sahip bir Mac Mini genellikle yeterlidir. Daha b\u00fcy\u00fck modelleri veya ayn\u0131 anda birka\u00e7 modeli kullanmak istiyorsan\u0131z, 64 GB veya 128 GB RAM'li bir Mac Studio tercih etmeniz daha iyi olur. Mac Pro, PCI-e yuvalar\u0131na ihtiyac\u0131n\u0131z olmad\u0131\u011f\u0131 s\u00fcrece neredeyse hi\u00e7bir avantaj sunmaz. Diz\u00fcst\u00fc bilgisayarlar uygundur, ancak termal s\u0131n\u0131rlar\u0131na daha \u00e7abuk ula\u015f\u0131rlar.<\/li>\n<li><strong>Sahip olman\u0131z gereken minimum RAM miktar\u0131 nedir?<\/strong><br \/>\nBu, model boyutuna ba\u011fl\u0131d\u0131r.<br \/>\n- K\u00fc\u00e7\u00fck modeller (1-3 milyar parametre): 16-32 GB yeterlidir.<br \/>\n- Orta modeller (7-13 milyar): 48-64 GB daha iyi.<br \/>\n- B\u00fcy\u00fck modeller (30bn+): 128 GB veya daha fazla.<br \/>\nBir miktar rezerv planlamak \u00f6nemlidir - aksi takdirde bekleme s\u00fcreleri veya iptaller olacakt\u0131r.<\/li>\n<li><strong>Apple Silicon i\u00e7in \"Birle\u015fik Bellek\" ne anlama geliyor?<\/strong><br \/>\nBirle\u015fik bellek, CPU, GPU ve n\u00f6ral motor taraf\u0131ndan ayn\u0131 anda eri\u015filen payla\u015f\u0131lan bir bellektir. Bu, farkl\u0131 bellek alanlar\u0131 aras\u0131nda veri kopyalamaya gerek olmad\u0131\u011f\u0131ndan zaman ve enerji tasarrufu sa\u011flar. Bu, \u00f6zellikle yapay zeka hesaplamalar\u0131 i\u00e7in b\u00fcy\u00fck bir avantajd\u0131r, \u00e7\u00fcnk\u00fc her \u015fey tek bir ak\u0131\u015fta \u00e7al\u0131\u015f\u0131r.<\/li>\n<li><strong>GGUF, MLX ve Safetensors aras\u0131ndaki fark nedir?<\/strong><br \/>\n- GGUF: Yerel kullan\u0131m i\u00e7in kompakt bir format (\u00f6rne\u011fin Ollama veya LM Studio'da). \u00c7\u0131kar\u0131m, yani bitmi\u015f modellerin y\u00fcr\u00fct\u00fclmesi i\u00e7in idealdir.<br \/>\n- MLX: Apple'nin \u00f6zellikle M \u00e7ipleri i\u00e7in kendi format\u0131. \u00c7ok verimli, ancak hala gen\u00e7.<br \/>\n- Safetens\u00f6rler: PyTorch d\u00fcnyas\u0131ndan, \u00f6ncelikle e\u011fitim ve ara\u015ft\u0131rma ama\u00e7l\u0131 bir format.<br \/>\nGGUF veya MLX, Mac'te yerel kullan\u0131m i\u00e7in idealdir.<\/li>\n<li><strong>Modelleri nereden al\u0131yorsunuz?<\/strong><br \/>\nEn iyi bilinen platform huggingface.co'dur - AI modelleri i\u00e7in b\u00fcy\u00fck bir k\u00fct\u00fcphane. Burada LLaMA, Mistral, Gemma, Phi-3 ve di\u011ferlerinin varyantlar\u0131n\u0131 bulabilirsiniz. Bir\u00e7ok model GGUF format\u0131nda zaten mevcuttur ve do\u011frudan Ollama'ye y\u00fcklenebilir.<\/li>\n<li><strong>Ba\u015flamak i\u00e7in en kolay ara\u00e7lar hangileridir?<\/strong><br \/>\nYeni ba\u015flayanlar i\u00e7in Ollama ve LM Studio idealdir. Ollama terminalde \u00e7al\u0131\u015f\u0131r ve hafiftir. LM Studio, sohbet pencereli bir grafik kullan\u0131c\u0131 aray\u00fcz\u00fc sunar. Her ikisi de modelleri otomatik olarak y\u00fckler ve ba\u015flat\u0131r ve karma\u015f\u0131k kurulum gerektirmez.<\/li>\n<li><strong>Dil modelleri FileMaker Server ile de kullan\u0131labilir mi?<\/strong><br \/>\nEvet - FileMaker Server 2025'ten beri MLX modelleri do\u011frudan adreslenebilir. Bu, \u00f6rne\u011fin ERP veya CRM sistemlerinde metin analizlerine, s\u0131n\u0131fland\u0131rmalara veya otomatik de\u011ferlendirmelere olanak tan\u0131r. Bu, gizli i\u015f verilerinin harici sa\u011flay\u0131c\u0131lara g\u00f6nderilmesine gerek kalmadan yerel olarak i\u015flenmesine olanak tan\u0131r.<\/li>\n<li><strong>Bu t\u00fcr modeller genellikle ne kadar b\u00fcy\u00fckt\u00fcr?<\/strong><br \/>\nK\u00fc\u00e7\u00fck modeller sadece birka\u00e7 gigabayt, b\u00fcy\u00fck modeller ise 20 - 30 GB veya daha fazla olabilir. Niceleme yoluyla (\u00f6rne\u011fin 4 bit), genellikle minimum kalite kayb\u0131yla boyutlar\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde azalt\u0131labilir. \u00d6rne\u011fin s\u0131k\u0131\u015ft\u0131r\u0131lm\u0131\u015f bir 13-B modeli yaln\u0131zca 7 GB yer kaplayabilir - Mac Mini M4 Pro i\u00e7in m\u00fckemmeldir.<\/li>\n<li><strong>Yerel modelleri e\u011fitmek veya \u00f6zelle\u015ftirmek m\u00fcmk\u00fcn m\u00fc?<\/strong><br \/>\nTemel olarak evet - ancak e\u011fitim hesaplama a\u00e7\u0131s\u0131ndan \u00e7ok yo\u011fundur. MLX veya Python \u00e7er\u00e7eveleri daha k\u00fc\u00e7\u00fck modellerin yerel ince ayar\u0131 i\u00e7in kullan\u0131labilir. Bug\u00fcn, FileMaker a\u015fa\u011f\u0131dakiler i\u00e7in entegre bir i\u015flev i\u00e7ermektedir <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/lora-egi%cc%87ti%cc%87mi%cc%87-fi%cc%87lemaker-2025-bueyuek-di%cc%87l-modelleri%cc%87ni%cc%87n-i%cc%87nce-ayarlarini-nasil-kolaylastiriyor\/\"><strong>Dil modellerine do\u011frudan ince ayar yap\u0131n<\/strong><\/a> bunu yapabilmek i\u00e7in. Ancak b\u00fcy\u00fck \u00f6l\u00e7ekli e\u011fitim i\u00e7in (\u00f6rne\u011fin 50 milyar parametre) \u00f6zel bir GPU \u00e7iftli\u011fi gerekli olacakt\u0131r. \u00c7o\u011fu uygulama i\u00e7in mevcut modelleri kullanmak ve bunlar\u0131 \u00f6zellikle istemler arac\u0131l\u0131\u011f\u0131yla kontrol etmek yeterlidir.<\/li>\n<li><strong>Yapay zeka hesaplamalar\u0131 s\u0131ras\u0131nda bir Mac ne kadar g\u00fc\u00e7 t\u00fcketir?<\/strong><br \/>\n\u015ea\u015f\u0131rt\u0131c\u0131 derecede az. Tek bir NVIDIA grafik kart\u0131 (\u00f6rne\u011fin RTX 5090) CPU ve \u00e7evre birimleri olmadan 450 W'a kadar enerji \u00e7ekerken, bir Mac Studio tam \u00e7al\u0131\u015fma s\u0131ras\u0131nda genellikle 100 W'\u0131n alt\u0131ndad\u0131r. Bu, Apple donan\u0131m\u0131nda yerel yapay zekan\u0131n yaln\u0131zca daha sessiz de\u011fil, ayn\u0131 zamanda \u00f6nemli \u00f6l\u00e7\u00fcde daha enerji verimli oldu\u011fu anlam\u0131na gelir.<\/li>\n<li><strong>MacBook Pro yerel yapay zeka i\u00e7in uygun mu?<\/strong><br \/>\nEvet, ama k\u0131s\u0131tlamalarla.<br \/>\nPerformans y\u00fcksek olmas\u0131na ra\u011fmen termal y\u00fck kapasitesi s\u0131n\u0131rl\u0131d\u0131r. \u0130\u015flemci uzun oturumlar s\u0131ras\u0131nda yava\u015fl\u0131yor. MacBook Pro M3\/M4 k\u0131sa sohbetler, metin g\u00f6revleri veya analizler i\u00e7in m\u00fckemmeldir ancak uzun s\u00fcreli kullan\u0131m i\u00e7in uygun de\u011fildir.<\/li>\n<li><strong>Yerel modeller ger\u00e7ekten ne kadar g\u00fcvenli?<\/strong><br \/>\n\u00dczerinde \u00e7al\u0131\u015ft\u0131klar\u0131 sistem kadar g\u00fcvenlidirler. \u0130nternet \u00fczerinden hi\u00e7bir veri g\u00f6nderilmedi\u011finden, \u00fc\u00e7\u00fcnc\u00fc taraflardan kaynaklanan neredeyse hi\u00e7bir risk yoktur. Ancak ge\u00e7ici dosyalar\u0131n, g\u00fcnl\u00fcklerin veya sohbet ge\u00e7mi\u015flerinin yanl\u0131\u015fl\u0131kla bulut klas\u00f6rlerine (\u00f6rn. iCloud Drive) d\u00fc\u015fmedi\u011finden emin olmal\u0131s\u0131n\u0131z. Dahili SSD'de yerel depolama idealdir.<\/li>\n<li><strong>Yeni ba\u015flayanlar\u0131n yapt\u0131\u011f\u0131 tipik hatalar nelerdir?<\/strong><br \/>\n- Yeterli RAM olmamas\u0131na ra\u011fmen \u00e7ok b\u00fcy\u00fck modellerin y\u00fcklenmesi.<br \/>\n- Ollama veya LM Studio'nun eski s\u00fcr\u00fcmlerini kullan\u0131n.<br \/>\n- GPU h\u0131zland\u0131rmay\u0131 etkinle\u015ftirmeyin (\u00f6rn. MLX).<br \/>\n- Arka planda \u00e7ok fazla i\u015flem \u00e7al\u0131\u015f\u0131yor.<br \/>\n- \u015e\u00fcpheli kaynaklardan model y\u00fckleme.<br \/>\n\u00c7\u00f6z\u00fcm: Yaln\u0131zca g\u00fcvenilir kaynaklar\u0131 kullan\u0131n (\u00f6rn. Hugging Face) ve sistem kaynaklar\u0131na dikkat edin.<\/li>\n<li><strong>Yerel yapay zeka teknolojisi \u00f6n\u00fcm\u00fczdeki birka\u00e7 y\u0131l i\u00e7inde nas\u0131l geli\u015fecek?<\/strong><br \/>\nModeller daha da kompakt ve hassas hale geliyor. Apple, Mistral ve Meta halihaz\u0131rda ayn\u0131 kalite i\u00e7in daha az bellek ve g\u00fc\u00e7 gerektiren mimariler \u00fczerinde \u00e7al\u0131\u015f\u0131yor. Ayn\u0131 zamanda, kelime i\u015flem, posta programlar\u0131 veya not uygulamalar\u0131 i\u00e7in yapay zeka eklentileri gibi kullan\u0131\u015fl\u0131 aray\u00fczler geli\u015ftiriliyor. Uzun vadede, her profesyonel sistemin bir t\u00fcr \u201eyerle\u015fik yerel yapay zekaya\u201c sahip olmas\u0131 muhtemeldir.<\/li>\n<li><strong>Neden \u015fimdi ba\u015flamaya de\u011fer?<\/strong><br \/>\n\u00c7\u00fcnk\u00fc \u00f6n\u00fcm\u00fczdeki y\u0131llar\u0131n temelleri \u015fu anda at\u0131l\u0131yor. Bug\u00fcn bir modeli yerel olarak ba\u015flatmay\u0131, verileri yap\u0131land\u0131r\u0131lm\u0131\u015f bir \u015fekilde i\u015flemeyi ve hedeflenen istemleri form\u00fcle etmeyi \u00f6\u011frenen herkes, daha sonra pahal\u0131 bulut sa\u011flay\u0131c\u0131lar\u0131na g\u00fcvenmek zorunda kalmadan ba\u011f\u0131ms\u0131z olarak hareket edebilecektir. K\u0131sacas\u0131: yerel yapay zeka, verilerinizi ve ara\u00e7lar\u0131n\u0131z\u0131 bir kez daha kendi ellerinizde tutabilece\u011finiz dijital bir gelece\u011fe giden sakin ve emin bir yoldur.<\/li>\n<\/ol>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-201 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-201 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Sanat ve k\u00fclt\u00fcr \u00fczerine g\u00fcncel makaleler<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-201\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"ulrike gu\u00e9rot: eine europ\u00e4erin zwischen idee, universit\u00e4t und \u00f6ffentlichem diskurs\" data-id=\"4039\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle deutschland europa geopolitik krisen meinungsfreiheit portrait sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/ulrike-guerot-ueni%cc%87versi%cc%87te-fi%cc%87kri%cc%87-ve-kamusal-soeylem-arasinda-bi%cc%87r-avrupali\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Ulrike Gu\u00e9rot: Fikir, \u00fcniversite ve kamusal s\u00f6ylem aras\u0131nda bir Avrupal\u0131<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Ulrike Gu\u00e9rot ve Avrupa\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/ulrike-guerot-ueni%cc%87versi%cc%87te-fi%cc%87kri%cc%87-ve-kamusal-soeylem-arasinda-bi%cc%87r-avrupali\/\" rel=\"bookmark\">Ulrike Gu\u00e9rot: Fikir, \u00fcniversite ve kamusal s\u00f6ylem aras\u0131nda bir Avrupal\u0131<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wenn pflicht wieder pflicht wird. eine art essay von herrn von l&#8217;oreot.\" data-id=\"3010\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"deutschland erfahrungen geopolitik krisen pers\u00f6nlichkeitsentwicklung sicherheitspolitik\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/goerev-tekrar-goerev-oldugunda-bay-von-loreotun-bi%cc%87r-tuer-denemesi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">G\u00f6rev tekrar g\u00f6reve d\u00f6n\u00fc\u015ft\u00fc\u011f\u00fcnde. Bay von L'oreot'un bir t\u00fcr denemesi.<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Beklenmedik bir telefon g\u00f6r\u00fc\u015fmesi\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/goerev-tekrar-goerev-oldugunda-bay-von-loreotun-bi%cc%87r-tuer-denemesi%cc%87\/\" rel=\"bookmark\">G\u00f6rev tekrar g\u00f6reve d\u00f6n\u00fc\u015ft\u00fc\u011f\u00fcnde. Bay von L'oreot'un bir t\u00fcr denemesi.<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"reichweite ist kein eigentum &#8211; warum sichtbarkeit heute nicht mehr ausreicht\" data-id=\"3994\"  data-category=\"allgemein filemaker &amp; erp gesellschaft kunst &amp; kultur\" data-post_tag=\"datenlogik datenschutz denkmodelle digitales eigentum erp-software\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/erisim-sahiplik-degildir-neden-goeruenuerluek-guenuemuezde-artik-yeterli-degildir\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Eri\u015fim sahiplik de\u011fildir - G\u00fcn\u00fcm\u00fczde g\u00f6r\u00fcn\u00fcrl\u00fck neden art\u0131k yeterli de\u011fil?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Eri\u015fim ve sahiplik\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/erisim-sahiplik-degildir-neden-goeruenuerluek-guenuemuezde-artik-yeterli-degildir\/\" rel=\"bookmark\">Eri\u015fim sahiplik de\u011fildir - G\u00fcn\u00fcm\u00fczde g\u00f6r\u00fcn\u00fcrl\u00fck neden art\u0131k yeterli de\u011fil?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"jan-josef liefers: ein portr\u00e4t \u00fcber haltung, herkunft und k\u00fcnstlerische freiheit\" data-id=\"3854\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland erfahrungen krisen lernen meinungsfreiheit musik pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Jan-Josef Liefers\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" rel=\"bookmark\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>G\u00fcn\u00fcm\u00fczde yapay zeka ile \u00e7al\u0131\u015fan herkesin akl\u0131na ilk olarak ChatGPT veya benzeri \u00e7evrimi\u00e7i hizmetler geliyor. Bir soru yaz\u0131yorsunuz, birka\u00e7 saniye bekliyorsunuz - ve sanki hatt\u0131n di\u011fer ucunda \u00e7ok iyi okumu\u015f, sab\u0131rl\u0131 bir diyalog orta\u011f\u0131 oturuyormu\u015f gibi bir cevap al\u0131yorsunuz. Ancak kolayca unutulan \u015fey: Her girdi, her c\u00fcmle, her kelime kar\u015f\u0131 tarafa ge\u00e7er ... <a title=\"Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" aria-label=\"Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck portresi hakk\u0131nda devam\u0131n\u0131 oku\">Devam\u0131n\u0131 oku<\/a><\/p>","protected":false},"author":1,"featured_media":3462,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":4531,"footnotes":""},"categories":[15,3,147,431],"tags":[10,469,410,471,435,433,11,437,465,432,434],"class_list":["post-3461","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-apple-macos","category-filemaker","category-hardware","category-ki-systeme","tag-apple","tag-datenschutz","tag-filemaker","tag-kuenstliche-intelligenz","tag-llama","tag-llm","tag-mac","tag-mistral","tag-mlx","tag-ollama","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/3461","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/comments?post=3461"}],"version-history":[{"count":21,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/3461\/revisions"}],"predecessor-version":[{"id":5873,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/3461\/revisions\/5873"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media\/3462"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media?parent=3461"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/categories?post=3461"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/tags?post=3461"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}