{"id":368,"date":"2026-05-29T19:01:40","date_gmt":"2026-05-29T19:01:40","guid":{"rendered":"https:\/\/convly.ai\/?p=368"},"modified":"2026-07-10T11:21:34","modified_gmt":"2026-07-10T11:21:34","slug":"best-laptops-for-ai-development-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062c\u0631\u064a\u0628\u0647 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666"},"content":{"rendered":"<p>\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062e\u062a\u0644\u0641 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0631\u0649 <em>\u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/em>\u0641\u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0623\u0639\u0645\u0627\u0644 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026 \u2014 \u0645\u062b\u0644 \u0631\u0628\u0637 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u064a\u0629 (prompts)\u060c \u0648\u0628\u0646\u0627\u0621 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639-\u0648\u0627\u0644\u0648\u0644\u0627\u062f\u0629 (RAG)\u060c \u0648\u0625\u0635\u0644\u0627\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u2014 \u0644\u0627 \u064a\u064f\u062d\u0645\u0651\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0625\u0637\u0644\u0627\u0642\u064b\u0627. \u0644\u0643\u0646 \u0628\u0639\u0636 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u062a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 \u0628\u0627\u0644\u0641\u0639\u0644: \u0645\u062b\u0644 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0623\u0648 \u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u062e\u0641\u064a\u0641\u0629\u060c \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631. \u0648\u0623\u0641\u0636\u0644 \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 \u0627\u0644\u0630\u064a \u064a\u0648\u0627\u0632\u0646 \u0628\u062f\u0642\u0629 \u0628\u064a\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0645\u0637\u064a\u0646. <em>\u0644\u062f\u064a\u0643\u064e<\/em> \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0628\u064a\u0646 \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0645\u0637\u064a\u0646.<\/p>\n<p>This guide ranks the best laptops for AI development and prototyping, with a clear pick for each kind of developer.<\/p>\n<p><!--geo-block--><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a5a773e22c02\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a5a773e22c02\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#Quick_answer_What_is_the_best_laptop_for_AI_development_in_2026\" >Quick answer: What is the best laptop for AI development in 2026?<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#First_what_kind_of_AI_developer_are_you\" >\u0623\u0648\u0644\u064b\u0627: \u0645\u0627 \u0646\u0648\u0639 \u0645\u0637\u0648\u0651\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u062a\u0643\u0648\u0646\u0647\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#What_matters_for_an_AI_development_laptop\" >\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0647\u0645 \u0641\u064a \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u0645\u062e\u0635\u0635 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#The_rankings\" >\u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#Side-by-side_comparison\" >\u0645\u0642\u0627\u0631\u0646\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#How_to_choose\" >\u0643\u064a\u0641 \u062a\u062e\u062a\u0627\u0631<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#The_toolchain_question_will_your_stack_actually_run\" >\u0633\u0624\u0627\u0644 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0623\u062f\u0648\u0627\u062a: \u0647\u0644 \u0633\u064a\u0639\u0645\u0644 \u0646\u0638\u0627\u0645\u0643 \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u0639\u0644\u0627\u064b\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/best-laptops-for-ai-development-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Quick_answer_What_is_the_best_laptop_for_AI_development_in_2026\"><\/span>Quick answer: What is the best laptop for AI development in 2026?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>For AI development in 2026, the best overall laptop is the <strong>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633<\/strong>, configurable with up to 128 GB of unified memory that lets you load large local models a discrete GPU simply can&#8217;t hold. If you need CUDA and the NVIDIA toolchain, the <strong>Razer Blade with an RTX 5090 mobile GPU (24 GB of VRAM)<\/strong> is the top pick; the <strong>\u062f\u064a\u0644 XPS 16 AI+<\/strong> is the best value, and the fanless <strong>\u062d\u0627\u0633\u0648\u0628 \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4<\/strong> (up to 32 GB unified) is best for cloud-first developers who mostly hit remote APIs.<\/p>\n<ul>\n<li><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0645\u0648\u0645\u064b\u0627:<\/strong> MacBook Pro M4 Max \u2014 up to 128 GB unified memory, all-day battery, silent operation.<\/li>\n<li><strong>Best for CUDA \/ NVIDIA work:<\/strong> Razer Blade with an RTX 50-series mobile GPU \u2014 the RTX 5090 mobile brings 24 GB of VRAM.<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0642\u064a\u0645\u0629:<\/strong> Dell XPS 16 AI+ \u2014 a portable developer machine with a discrete RTX 50-series mobile GPU.<\/li>\n<li><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629:<\/strong> MacBook Air M4 \u2014 light, fanless and long battery, with up to 32 GB unified memory.<\/li>\n<li><strong>Most upgradable:<\/strong> Framework Laptop 16 \u2014 modular and repairable, with an upgradable GPU bay.<\/li>\n<\/ul>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0645\u0648\u0645\u064b\u0627:<\/strong> \u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 \u2014 \u0642\u0648\u064a \u062c\u062f\u064b\u0651\u0627\u060c \u0648\u0630\u0627\u0643\u0631\u0629 \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0651\u0627\u060c \u0648\u0628\u0637\u0627\u0631\u064a\u0629 \u062a\u062f\u0648\u0645 \u0637\u0648\u0627\u0644 \u0627\u0644\u064a\u0648\u0645\u060c \u0648\u0647\u0627\u062f\u0626 \u062a\u0645\u0627\u0645\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0645\u0647\u0627\u0645 CUDA:<\/strong> \u0631\u0627\u064a\u0632\u0631 \u0628\u0644\u064a\u062f \u0623\u0648 \u062c\u0647\u0627\u0632 \u0645\u0634\u0627\u0628\u0647 \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u062d\u0645\u0648\u0644\u0629 \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 RTX 50.<\/li>\n<li><strong>\u0623\u0641\u0636\u0644 \u0642\u064a\u0645\u0629:<\/strong> \u062f\u064a\u0644 XPS 16 AI+ \u2014 \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u0645\u0637\u0648\u0651\u0631\u064c \u0642\u0627\u062f\u0631\u064c \u0648\u0633\u0647\u0644 \u0627\u0644\u062d\u0645\u0644.<\/li>\n<li><strong>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629:<\/strong> \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4 \u2014 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646\u060c \u0648\u0647\u0627\u062f\u0626\u060c \u0648\u0628\u0637\u0627\u0631\u064a\u062a\u0647 \u062a\u062f\u0648\u0645 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b.<\/li>\n<li><strong>\u0642\u0631\u0651\u0631 \u0623\u0648\u0644\u064b\u0627:<\/strong> \u0647\u0644 \u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0623\u0645 \u062a\u0639\u062a\u0645\u062f \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u061f<\/li>\n<\/ul>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"First_what_kind_of_AI_developer_are_you\"><\/span>\u0623\u0648\u0644\u064b\u0627: \u0645\u0627 \u0646\u0648\u0639 \u0645\u0637\u0648\u0651\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u062a\u0643\u0648\u0646\u0647\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u062a\u0645\u0627\u0645\u064b\u0627 \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0639\u0627\u0645\u0644:<\/p>\n<ul>\n<li><strong>\u0645\u0637\u0648\u0651\u0631 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0623\u0648\u0644\u0627\u064b<\/strong> \u2014 \u0641\u0623\u0646\u062a \u062a\u0628\u0646\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0633\u062a\u062f\u0639\u064a \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (\u0645\u062b\u0644 OpenAI \u0648Anthropic) \u0623\u0648 \u062a\u0646\u0641\u0651\u0630 \u0645\u0647\u0627\u0645 \u062b\u0642\u064a\u0644\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u062c\u0647\u0627\u0632 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0623\u0633\u0627\u0633\u064b\u0627 \u0644\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u0646\u0633\u064a\u0642. \u0648\u0644\u0633\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u062d\u0644\u064a\u0629 \u0642\u0648\u064a\u0629\u061b \u0628\u0644 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u0637\u0627\u0631\u064a\u0629 \u062a\u062f\u0648\u0645 \u0637\u0648\u064a\u0644\u064b\u0627\u060c \u0648\u0631\u0627\u062d\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0639\u0627\u0644\u064a\u0629.<\/li>\n<li><strong>\u0645\u0637\u0648\u0651\u0631 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u062d\u0644\u064a<\/strong> \u2014 \u0641\u0623\u0646\u062a \u0623\u064a\u0636\u064b\u0627 \u062a\u0634\u063a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u062a\u0642\u0648\u0645 \u0628\u0639\u0645\u0644\u064a\u0627\u062a \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u062e\u0641\u064a\u0641\u0629\u060c \u0648\u062a\u0648\u0644\u0651\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u062a\u0639\u0645\u0644 \u062f\u0648\u0646 \u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0623\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0642\u0648\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u0639\u0644\u064a\u0629 \u0645\u062d\u0644\u064a\u0629\u060c \u0648\u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u062c\u062f\u064b\u0651\u0627 \u0625\u0644\u0649 \u0643\u0645\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n<\/ul>\n<p>\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u064a\u0645\u064a\u0644\u0648\u0646 \u0625\u0644\u0649 \u0623\u062d\u062f \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0645\u0637\u064a\u0646. \u0643\u0646 \u0635\u0627\u062f\u0642\u064b\u0627 \u0645\u0639 \u0646\u0641\u0633\u0643 \u0628\u0634\u0623\u0646 \u0646\u0645\u0637\u0643\u060c \u0644\u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0642\u062f \u064a\u063a\u064a\u0651\u0631 \u0645\u064a\u0632\u0627\u0646\u064a\u062a\u0643 \u0628\u0645\u0642\u062f\u0627\u0631 \u0622\u0644\u0627\u0641 \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_matters_for_an_AI_development_laptop\"><\/span>\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u0647\u0645 \u0641\u064a \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u0645\u062e\u0635\u0635 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li><strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/strong> \u2014 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u064e\u0651\u062f\u0629 \u0641\u064a \u0623\u062c\u0647\u0632\u0629 \u0622\u0628\u0644\u060c \u0623\u0648 \u0630\u0627\u0643\u0631\u0629 VRAM + RAM \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0648\u064a\u0646\u062f\u0648\u0632. \u0641\u0647\u0630\u0647 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u062a\u062d\u062f\u062f \u0623\u0643\u0628\u0631 \u0646\u0645\u0648\u0630\u062c \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644\u0647 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u0639\u062f\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u062a\u0631\u0643\u0647\u0627 \u0645\u0641\u062a\u0648\u062d\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0646\u0641\u0633\u0647.<\/li>\n<li><strong>\u0627\u0644\u0623\u062f\u0627\u0621<\/strong> \u2014 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u060c \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0623\u0648 \u0627\u0644\u0645\u062d\u0631\u0643 \u0627\u0644\u0639\u0635\u0628\u064a (Neural Engine) \u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a\u0629.<\/li>\n<li><strong>\u0639\u0645\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629<\/strong> \u2014 \u064a\u0639\u0645\u0644 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646\u061b \u0644\u0630\u0627 \u0641\u0625\u0646 \u0639\u0645\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0627\u0644\u0637\u0648\u064a\u0644 \u064a\u064f\u0639\u062f \u0641\u0639\u0644\u0627\u064b \u0639\u0627\u0645\u0644 \u062c\u0648\u062f\u0629 \u062d\u064a\u0627\u0629 \u062d\u0642\u064a\u0642\u064a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0635\u0645\u064a\u0645\u060c \u0648\u0627\u0644\u0634\u0627\u0634\u0629\u060c \u0648\u0644\u0648\u062d\u0629 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d<\/strong> \u2014 \u0641\u0623\u0646\u062a \u062a\u062d\u062f\u0651\u0642 \u0641\u064a\u0647\u0627 \u0648\u062a\u0643\u062a\u0628 \u0639\u0644\u064a\u0647\u0627 \u0637\u0648\u0627\u0644 \u0627\u0644\u064a\u0648\u0645.<\/li>\n<li><strong>\u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0628\u0631\u0627\u0645\u062c<\/strong> \u2014 \u062a\u0639\u062f \u0623\u0646\u0638\u0645\u0629 macOS \u0648Linux \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0631\u064a\u062d\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061b \u0628\u064a\u0646\u0645\u0627 \u064a\u0639\u0645\u0644 \u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 WSL.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"The_rankings\"><\/span>\u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>1. \u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645<\/h3>\n<p>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 \u0647\u0648 \u0623\u0641\u0636\u0644 \u062c\u0647\u0627\u0632 \u0644\u0627\u0628\u062a\u0648\u0628 \u0634\u0627\u0645\u0644 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026. \u0641\u0647\u0648 <strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u2014 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0648\u064a\u0646 \u062d\u062a\u0649 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/strong> \u2014 \u0645\u0627 \u064a\u0645\u0643\u0651\u0646\u0647\u0627 \u0645\u0646 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0644\u0627 \u062a\u0633\u062a\u0648\u0639\u0628\u0647\u0627 \u0623\u064a \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u064a\u0639\u0645\u0644 \u0628\u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0645\u064a\u0651\u0632 \u0634\u0631\u064a\u062d\u0629 M4 Max \u0628\u0623\u062f\u0627\u0621\u064d \u0633\u0631\u064a\u0639 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0637\u0648\u064a\u0631\u064a\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629. \u0648\u0623\u0636\u0641 \u0625\u0644\u0649 \u0630\u0644\u0643 \u0639\u0645\u0631 \u0628\u0637\u0627\u0631\u064a\u0629 \u064a\u062f\u0648\u0645 \u0637\u0648\u0627\u0644 \u0627\u0644\u064a\u0648\u0645\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u064b\u0627 \u0635\u0627\u0645\u062a\u064b\u0627\u060c \u0648\u0634\u0627\u0634\u0629 \u0648\u0644\u0648\u062d\u0629 \u0645\u0641\u0627\u062a\u064a\u062d \u0645\u0645\u062a\u0627\u0632\u062a\u064a\u0646\u060c \u0648\u0623\u0633\u0627\u0633 \u0646\u0638\u0627\u0645 \u062a\u0634\u063a\u064a\u0644 \u064a\u0648\u0646\u0643\u0633 \u0627\u0644\u0630\u064a \u064a\u0641\u0636\u0644\u0647 \u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646\u060c \u0641\u0647\u0630\u0647 \u0627\u0644\u0622\u0644\u0629 \u0647\u064a \u0628\u0627\u0644\u0641\u0639\u0644 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0645\u0639\u0638\u0645 \u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0623\u0645\u0627 \u0627\u0644\u0639\u064a\u0628 \u0627\u0644\u0648\u062d\u064a\u062f \u0641\u0647\u0648 \u0627\u0644\u0633\u0639\u0631\u060c \u0648\u0643\u0630\u0644\u0643 \u0627\u0644\u062d\u0627\u062c\u0629 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0625\u0644\u0649 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0634\u064a\u0641\u0631\u0627\u062a \u0627\u0644\u0645\u0635\u0645\u064e\u0651\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0646\u0635\u0629 CUDA \u0644\u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0623\u0628\u0644 \u0633\u064a\u0644\u064a\u0643\u0648\u0646.<\/p>\n<h3>2. \u062d\u0627\u0633\u0648\u0628 \u0631\u064a\u0632\u0631 \u0628\u0644\u064a\u062f \u0627\u0644\u0645\u062d\u0645\u0648\u0644 (\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 50-series \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629) \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0623\u0639\u0645\u0627\u0644 CUDA<\/h3>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646 \u062a\u0637\u0648\u064a\u0631\u0643 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 CUDA \u2014 \u0645\u062b\u0644 \u062a\u0634\u063a\u064a\u0644 \u0634\u064a\u0641\u0631\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0634\u0631\u0643\u0629 \u0625\u0646\u0641\u064a\u062f\u064a\u0627\u060c \u0623\u0648 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062d\u0644\u064a\u060c \u0623\u0648 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u2014 \u0641\u0625\u0646 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 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\u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a CUDA. \u0623\u0645\u0627 \u0627\u0644\u062b\u0645\u0646 \u0627\u0644\u0630\u064a \u062a\u062f\u0641\u0639\u0647 \u0641\u0647\u0648 \u062d\u0631\u0641\u064a\u064b\u0651\u0627 \u0627\u0644\u0648\u0632\u0646 \u0627\u0644\u0632\u0627\u0626\u062f\u060c \u0648\u0645\u0631\u0627\u0648\u062d \u0635\u0627\u062e\u0628\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0639\u0627\u0644\u064a\u060c \u0648\u0639\u0645\u0631 \u0628\u0637\u0627\u0631\u064a\u0629 \u0642\u0635\u064a\u0631 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u0625\u0646\u0647 \u0645\u062d\u0637\u0629 \u0639\u0645\u0644 \u0645\u062d\u0645\u0648\u0644\u0629\u060c \u0648\u0644\u064a\u0633 \u062d\u0627\u0633\u0648\u0628\u064b\u0627 \u0641\u0627\u0626\u0642 \u0627\u0644\u062e\u0641\u0629.<\/p>\n<h3>3. \u062f\u064a\u0644 XPS 16 AI+ \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0642\u064a\u0645\u0629<\/h3>\n<p>\u0623\u0645\u0627 \u062d\u0627\u0633\u0648\u0628 \u062f\u064a\u0644 \u0625\u0643\u0633 \u0628\u064a \u0625\u0633 16 AI+ \u0641\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0642\u064a\u0645\u0629: \u0641\u0647\u0648 \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0646 \u0641\u0626\u0629 RTX 50-series \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629\u060c \u0648\u0645\u0639\u0627\u0644\u062c \u0642\u0648\u064a\u060c \u0648\u0634\u0627\u0634\u0629 \u0631\u0627\u0626\u0639\u0629\u060c \u0648\u0647\u064a\u0643\u0644 \u0645\u062d\u0645\u0648\u0644 \u0641\u0639\u0644\u064a\u064b\u0651\u0627. \u0648\u0647\u0648 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0625\u0646\u062c\u0627\u0632 \u0645\u0647\u0627\u0645 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u2014 \u0645\u062b\u0644 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0635\u063a\u0631\u060c \u0648\u062a\u062c\u0631\u064a\u0628 \u0627\u0644\u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0648\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0627\u0644\u062e\u0641\u064a\u0641 \u2014 \u0645\u0639 \u0627\u0644\u0628\u0642\u0627\u0621 \u062d\u0627\u0633\u0648\u0628\u064b\u0627 \u0645\u062d\u0645\u0648\u0644\u064b\u0627 \u0639\u0627\u062f\u064a\u064b\u0651\u0627 \u0648\u0633\u0647\u0644 \u0627\u0644\u062d\u0645\u0644. \u0648\u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0642\u062f\u0631\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u062d\u0644\u064a\u0629 \u0643\u0627\u0641\u064a\u0629 \u062f\u0648\u0646 \u0623\u0646 \u064a\u0636\u0637\u0631\u0648\u0627 \u0644\u062a\u062d\u0645\u0644 \u062d\u062c\u0645 \u0623\u0648 \u062a\u0643\u0644\u0641\u0629 \u0622\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0644\u062d\u0627\u0633\u0648\u0628 \u0627\u0644\u0634\u062e\u0635\u064a.<\/p>\n<h3>4. \u062d\u0627\u0633\u0648\u0628 \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/h3>\n<p>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0639\u0645\u0627\u0644\u0643 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0642\u062a\u0635\u0631 \u0623\u0633\u0627\u0633\u064b\u0627 \u0639\u0644\u0649 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629\u060c \u0641\u0642\u062f \u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u0642\u0648\u064a \u0623\u0648 \u0628\u0627\u0647\u0638 \u0627\u0644\u062b\u0645\u0646 \u0625\u0637\u0644\u0627\u0642\u064b\u0627. \u0641\u0640 <strong>\u062d\u0627\u0633\u0648\u0628 \u0645\u0627\u0643 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\u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0643\u0631\u0647\u0648\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062e\u0644\u0635 \u0645\u0646\u0647\u0627. \u0641\u0647\u0648 \u0645\u0635\u0645\u0645 \u0628\u0637\u0631\u064a\u0642\u0629 \u0648\u062d\u062f\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u0635\u0644\u0627\u062d\u060c \u0648\u064a\u0636\u0645 \u062d\u062c\u0631\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0631\u0642\u064a\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0648\u0630\u0627\u0643\u0631\u0629 \u0648\u062a\u062e\u0632\u064a\u0646 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0633\u062a\u0628\u062f\u0627\u0644\u0647\u0645\u0627 \u0628\u0646\u0641\u0633\u0647 \u2014 \u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u062c\u0647\u0627\u0632 \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0637\u0648\u0631 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0623\u0646 \u064a\u064f\u0633\u062a\u0628\u062f\u0644 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u0648\u0647\u0648 \u062e\u064a\u0627\u0631 \u0645\u0645\u062a\u0627\u0632 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0644\u0643\u064a\u062a\u0647 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0648\u062d\u0642 \u0627\u0644\u0625\u0635\u0644\u0627\u062d \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0643.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Side-by-side_comparison\"><\/span>\u0645\u0642\u0627\u0631\u0646\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0644\u0627\u0628\u062a\u0648\u0628<\/th>\n<th>\u0633\u0642\u0641 \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/th>\n<th>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/th>\n<th>\u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633<\/td>\n<td>\u062d\u062a\u0649 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629<\/td>\n<td>\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0634\u0627\u0645\u0644<\/td>\n<td>\u0645\u0645\u062a\u0627\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u064a\u0632\u0631 \u0628\u0644\u064a\u062f (RTX 5090 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629)<\/td>\n<td>24 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 VRAM + \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 RAM<\/td>\n<td>\u0623\u0639\u0645\u0627\u0644 CUDA<\/td>\n<td>\u0642\u0635\u064a\u0631 \u062a\u062d\u062a \u0627\u0644\u062a\u062d\u0645\u064a\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u064a\u0644 XPS 16 AI+<\/td>\n<td>VRAM + RAM \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629<\/td>\n<td>\u0627\u0644\u0642\u064a\u0645\u0629 \u0648\u0627\u0644\u0645\u062d\u0645\u0648\u0644\u064a\u0629<\/td>\n<td>\u062c\u064a\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0627\u0633\u0648\u0628 \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4<\/td>\n<td>\u062d\u062a\u0649 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629<\/td>\n<td>\u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629<\/td>\n<td>\u0645\u0645\u062a\u0627\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0627\u0645 \u0648\u0648\u0631\u0643 \u0644\u0627\u0628\u062a\u0648\u0628 16<\/td>\n<td>\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0631\u0642\u064a\u0629<\/td>\n<td>\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0625\u0635\u0644\u0627\u062d<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"How_to_choose\"><\/span>\u0643\u064a\u0641 \u062a\u062e\u062a\u0627\u0631<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u062c\u0647\u0627\u0632 \u0648\u0627\u062d\u062f \u0645\u0645\u062a\u0627\u0632 \u064a\u0644\u0628\u064a \u062c\u0645\u064a\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/strong> \u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633.<\/li>\n<li><strong>\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0639\u0645\u0627\u0644\u0643 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 CUDA:<\/strong> \u062d\u0627\u0633\u0648\u0628 \u0631\u064a\u0632\u0631 \u0628\u0644\u064a\u062f \u0623\u0648 \u0623\u064a \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u0622\u062e\u0631 \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0645\u0646 \u0641\u0626\u0629 RTX 50-series.<\/li>\n<li><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0642\u062f\u0631\u0629 \u0623\u062f\u0627\u0621 \u0648\u0645\u062d\u0645\u0648\u0644\u064a\u0629 \u0628\u0633\u0639\u0631 \u0645\u0639\u0642\u0648\u0644:<\/strong> \u062f\u064a\u0644 \u0625\u0643\u0633 \u0628\u064a \u0625\u0633 16 AI+.<\/li>\n<li><strong>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u062d\u0644\u0648\u0644\u0643 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0623\u0648\u0644\u064b\u0627 \u0648\u062a\u0642\u062f\u0651\u0631 \u0639\u0645\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0648\u0632\u0646:<\/strong> \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0626\u062a\u0645\u0627\u0646\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n<\/ul>\n<p>\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0643\u062b\u0641\u0629 \u062a\u062d\u062f\u064a\u062f\u064b\u0627\u060c \u0631\u0627\u062c\u0639 \u0623\u064a\u0636\u064b\u0627 \u062f\u0644\u064a\u0644\u0646\u0627 \u0644\u0623\u0641\u0636\u0644 <a href=\"\/ar\/best-laptops-for-machine-learning-2026\/\">best laptops for machine learning<\/a>.<\/p>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_toolchain_question_will_your_stack_actually_run\"><\/span>\u0633\u0624\u0627\u0644 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0623\u062f\u0648\u0627\u062a: \u0647\u0644 \u0633\u064a\u0639\u0645\u0644 \u0646\u0638\u0627\u0645\u0643 \u0627\u0644\u0641\u0639\u0644\u064a \u0641\u0639\u0644\u0627\u064b\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u064f\u0631\u0648\u064e\u0651\u062c \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0644\u0634\u0631\u0627\u0621 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628\u060c \u0644\u0643\u0646 \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0630\u064a \u064a\u0642\u0631\u0650\u0651\u0631 \u0628\u0635\u0645\u062a \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0633\u062a\u0633\u062a\u0645\u062a\u0639 \u0628\u062c\u0647\u0627\u0632\u0643 \u0623\u0645 \u0633\u062a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647 \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (Software Stack). \u0641\u0642\u062f \u064a\u062e\u062a\u0644\u0641 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0637\u0648\u0650\u0651\u0631 \u062a\u0645\u0627\u0645\u064b\u0627 \u0628\u064a\u0646 \u062c\u0647\u0627\u0632\u064a \u0644\u0627\u0628\u062a\u0648\u0628 \u0645\u062a\u0637\u0627\u0628\u0642\u064a\u0646 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u064a \u062a\u062f\u0639\u0645\u0647\u0627 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u0644\u064d\u0651 \u0645\u0646\u0647\u0645\u0627. \u0648\u0644\u0630\u0644\u0643\u060c \u0642\u0628\u0644 \u0627\u0644\u0634\u0631\u0627\u0621\u060c \u0631\u0627\u062c\u0639 \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u064a\u0648\u0645\u064a\u064b\u0651\u0627 \u0645\u0639 \u0627\u0644\u0645\u0646\u0635\u0629 \u0627\u0644\u062a\u064a \u062a\u0641\u0643\u0631 \u0641\u064a \u0634\u0631\u0627\u0626\u0647\u0627\u060c \u0644\u0623\u0646 \u0628\u0639\u0636 \u0647\u0630\u0647 \u0627\u0644\u062a\u0648\u0627\u0641\u0642\u064a\u0629 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0625\u0635\u0644\u0627\u062d\u0647\u0627 \u0639\u0628\u0631 \u062a\u062d\u062f\u064a\u062b \u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/p>\n<p>\u0623\u0643\u0628\u0631 \u0627\u0646\u0642\u0633\u0627\u0645\u064d \u062c\u0630\u0631\u064a\u064d\u0651 \u0647\u0648 <strong>CUDA \u0645\u0642\u0627\u0628\u0644 \u0643\u0644 \u0634\u064a\u0621 \u0622\u062e\u0631<\/strong>. \u0641\u0644\u0627 \u064a\u0632\u0627\u0644 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 CUDA \u0627\u0644\u062e\u0627\u0635 \u0628\u0634\u0631\u0643\u0629 NVIDIA \u0647\u0648 \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0645\u0639\u0638\u0645 \u0623\u0643\u0648\u0627\u062f \u0627\u0644\u062a\u0639\u0644\u064f\u0651\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 (Custom Kernels) \u0648\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0643\u0645\u064a\u0645 (Quantization Libraries). \u0648\u0628\u0634\u0631\u0627\u0621 \u0644\u0627\u0628\u062a\u0648\u0628 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u0634\u0631\u0643\u0629 NVIDIA\u060c \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u062f\u0639\u0645 CUDA \u0628\u0634\u0643\u0644 \u0623\u0635\u0644\u064a\u060c \u0643\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u062f\u0627\u062e\u0644 \u0646\u0638\u0627\u0645 Windows \u062a\u0634\u063a\u064a\u0644 \u0628\u064a\u0626\u0629 \u0639\u0645\u0644 \u0644\u064a\u0646\u0643\u0633 \u0643\u0627\u0645\u0644\u0629 \u0639\u0628\u0631 WSL2 \u0645\u0639 \u062a\u0645\u0631\u064a\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU Passthrough). \u0648\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u062a\u062e\u0636\u0639 \u0644\u0642\u0648\u0627\u0639\u062f\u064a\u0646 \u062c\u062f\u064a\u0631\u062a\u064a\u0646 \u0628\u0627\u0644\u062d\u0641\u0638: \u0623\u0648\u0644\u064b\u0627\u060c \u062b\u0628\u0650\u0651\u062a \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0646\u0638\u0627\u0645 Windows \u0641\u0642\u0637 (\u0648\u0644\u0627 \u062a\u062b\u0628\u0650\u0651\u062a \u0623\u0628\u062f\u064b\u0627 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062e\u0627\u0635 \u0628\u0644\u064a\u0646\u0643\u0633 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2\u060c \u0625\u0630 \u064a\u0624\u062f\u064a \u0630\u0644\u0643 \u0625\u0644\u0649 \u062a\u0639\u0637\u064a\u0644 \u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u0645\u0631\u064a\u0631)\u060c \u0648\u062b\u0627\u0646\u064a\u064b\u0627\u060c \u0627\u062d\u062a\u0641\u0638 \u0628\u0645\u0644\u0641\u0627\u062a \u0645\u0634\u0631\u0648\u0639\u0643 \u062f\u0627\u062e\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 WSL2 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u064f\u0636\u0645\u064e\u0651\u0646 <strong>\/mnt\/c\/<\/strong> \u060c \u0648\u0625\u0644\u0627 \u0641\u0625\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u0625\u062f\u062e\u0627\u0644\/\u0625\u062e\u0631\u0627\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0633\u062a\u0643\u0648\u0646 \u0628\u0637\u064a\u0626\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/p>\n<p>\u0645\u0646\u0635\u0629 <strong>.cuda()<\/strong> \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a\u060c \u0623\u0648 \u0648\u0638\u0627\u0626\u0641 CUDA \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0623\u0648 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 bitsandbytes \u0644\u0646 \u062a\u0639\u0645\u0644 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u064a\u062c\u0628 \u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u062a\u0647\u0627 \u0644\u062a\u062f\u0639\u0645 MPS \u0623\u0648 \u0646\u0642\u0644\u0647\u0627 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629.<\/p>\n<p>\u0623\u0645\u0627 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629 \u0641\u0647\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0638\u0627\u0645 Windows \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a ARM (\u0623\u062c\u0647\u0632\u0629 Snapdragon Copilot+). \u0648\u0642\u062f \u0623\u0635\u062f\u0631\u062a PyTorch \u0645\u0624\u062e\u0631\u064b\u0627 \u062d\u0632\u0645\u064b\u0627 \u0623\u0635\u0644\u064a\u0629 \u0644\u0646\u0638\u0627\u0645 Windows arm64\u060c \u0644\u0643\u0646 \u0647\u0630\u0647 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u062a\u062f\u0639\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0641\u0642\u0637 \u0648\u0644\u0627 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062f\u0639\u0645 \u0644\u0640 CUDA\u060c \u0643\u0645\u0627 \u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0633\u062a\u0641\u064a\u062f \u0628\u0639\u062f\u064f \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a PyTorch. \u0648\u062a\u0638\u0644 \u0628\u0639\u0636 \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u0642\u0637 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0645\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u064a\u0629. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0641\u0625\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0645\u0646\u0627\u0633\u0628\u0629 \u062c\u062f\u064b\u0651\u0627 \u0643\u0639\u0645\u0644\u0627\u0621 \u062e\u0641\u064a\u0641\u064a\u0646 (Thin Clients) \u0644\u0644\u0639\u0645\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u060c \u0644\u0643\u0646\u0647\u0627 \u063a\u064a\u0631 \u0645\u0646\u0627\u0633\u0628\u0629 \u0625\u0637\u0644\u0627\u0642\u064b\u0627 \u0625\u0630\u0627 \u0627\u062d\u062a\u062c\u062a \u0625\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0645\u062d\u0644\u064a \u0639\u0628\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a.<\/p>\n<table class=\"convly-vs\">\n<tr>\n<th>\u0627\u0644\u0645\u0646\u0635\u0629<\/th>\n<th>\u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u0633\u0631\u064a\u0639<\/th>\n<th>\u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 CUDA \u0641\u0642\u0637<\/th>\n<\/tr>\n<tr>\n<td>NVIDIA (\u0648\u064a\u0646\u062f\u0648\u0632\/\u0644\u064a\u0646\u0643\u0633 \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 x86)<\/td>\n<td>CUDA\u060c \u062f\u0639\u0645 \u0623\u0635\u0644\u064a + WSL2<\/td>\n<td><strong>\u062a\u0639\u0645\u0644 \u062f\u0648\u0646 \u062a\u063a\u064a\u064a\u0631<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Apple Silicon (\u0645\u0627\u0643)<\/td>\n<td>MPS \/ MLX<\/td>\n<td>\u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u062a\u0647\u0627 \u0644\u062a\u062f\u0639\u0645 MPS \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Windows \u0639\u0644\u0649 ARM<\/td>\n<td>\u062d\u0632\u0645 \u062f\u0639\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 \u0641\u0642\u0637<\/td>\n<td>\u0644\u0627 \u062a\u0639\u0645\u0644 \u0645\u062d\u0644\u064a\u064b\u0651\u0627<\/td>\n<\/tr>\n<\/table>\n<p>\u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0635\u0631\u064a\u062d\u0629: \u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u0645\u0644\u0643 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0644\u0640 CUDA\u060c \u0641\u0627\u0634\u062a\u0631\u0650 \u062c\u0647\u0627\u0632\u064b\u0627 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u0634\u0631\u0643\u0629 NVIDIA. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u064a\u0626\u062a\u0643 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 PyTorch \u0627\u0644\u0634\u0627\u0626\u0639 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0645\u0646\u0635\u0627\u062a Hugging Face\u060c \u0648\u062f\u0648\u0627\u0626\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a (Notebooks)\u060c \u0641\u0625\u0646 \u062c\u0647\u0627\u0632 \u0645\u0627\u0643 \u0633\u064a\u0643\u0648\u0646 \u062e\u064a\u0627\u0631\u064b\u0627 \u0623\u0643\u062b\u0631 \u0633\u0644\u0627\u0633\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0645\u0627 \u0647\u0648 \u0623\u0641\u0636\u0644 \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/h3>\n<p>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u2014 \u0641\u0647\u0648 \u0642\u0648\u064a \u062c\u062f\u064b\u0651\u0627\u060c \u0648\u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629 \u062a\u0635\u0644 \u0633\u0639\u062a\u0647\u0627 \u0625\u0644\u0649 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0625\u0636\u0627\u0641\u0629\u064b \u0625\u0644\u0649 \u0639\u0645\u0631 \u0628\u0637\u0627\u0631\u064a\u0629 \u064a\u062f\u0648\u0645 \u0637\u0648\u0627\u0644 \u0627\u0644\u064a\u0648\u0645 \u0648\u062a\u0634\u063a\u064a\u0644 \u0635\u0627\u0645\u062a. \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u0639\u0645\u0627\u0644 CUDA\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0627\u0644\u0645\u0632\u0648\u064e\u0651\u062f \u0628\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 50-series \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629\u060c \u0645\u062b\u0644 \u0631\u064a\u0632\u0631 \u0628\u0644\u064a\u062f\u060c \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0646\u0633\u0628.<\/p>\n<h3>\u0647\u0644 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062d\u0627\u0633\u0648\u0628 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\u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0644\u0627\u0628\u062a\u0648\u0628 \u064a\u0639\u0645\u0644 \u0628\u0646\u0638\u0627\u0645 Windows \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 WSL2\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0628\u0644 \u0625\u0646 \u0647\u0630\u0647 \u0625\u062d\u062f\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u0633\u0628\u0627\u0628 \u0644\u0634\u0631\u0627\u0621 \u0644\u0627\u0628\u062a\u0648\u0628 \u064a\u0639\u0645\u0644 \u0628\u0646\u0638\u0627\u0645 Windows \u0648\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u0634\u0631\u0643\u0629 NVIDIA. \u0641\u062a\u0648\u0641\u0631 \u0644\u0643 \u0628\u064a\u0626\u0629 WSL2 \u0628\u064a\u0626\u0629 \u0644\u064a\u0646\u0643\u0633 \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0645\u0631\u064a\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0645\u0643\u062a\u0628\u0627\u062a PyTorch \u0648TensorFlow \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CUDA \u062a\u0639\u0645\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u0646\u0641\u0633 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0642\u0642\u0647\u0627 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0644\u064a\u0646\u0643\u0633 \u0623\u0635\u0644\u064a. \u0648\u0647\u0646\u0627\u0643 \u0642\u0627\u0639\u062f\u062a\u0627\u0646 \u0645\u0647\u0645\u062a\u0627\u0646 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0647\u064a\u0626\u0629: \u0623\u0648\u0644\u064b\u0627\u060c \u062b\u0628\u0650\u0651\u062a \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0634\u063a\u064a\u0644 NVIDIA \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 Windows \u0627\u0644\u0645\u0636\u064a\u0641 \u0641\u0642\u0637\u060c \u0648\u0644\u064a\u0633 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 WSL2\u060c \u0648\u062b\u0627\u0646\u064a\u064b\u0627\u060c \u0627\u062d\u0641\u0638 \u0634\u0641\u0631\u062a\u0643 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062f\u0627\u062e\u0644 \u0646\u0638\u0627\u0645 \u0645\u0644\u0641\u0627\u062a WSL2 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0645\u064f\u0636\u0645\u064e\u0651\u0646 \u0641\u064a \u0646\u0638\u0627\u0645 Windows \"\/mnt\/c\/\" \u0644\u062a\u0641\u0627\u062f\u064a \u062d\u062f\u0648\u062b \u062a\u0628\u0627\u0637\u0624 \u0643\u0628\u064a\u0631 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644\/\u0627\u0644\u0625\u062e\u0631\u0627\u062c.<\/p>\n<h3>\u0647\u0644 \u0633\u062a\u0639\u0645\u0644 \u0623\u0643\u0648\u0627\u062f\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CUDA \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0645\u0627\u0643 \u0645\u0632\u0648\u064e\u0651\u062f \u0628\u062a\u0642\u0646\u064a\u0629 Apple Silicon\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0625\u0644\u0627 \u0628\u0639\u062f \u0625\u062c\u0631\u0627\u0621 \u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0639\u0644\u064a\u0647\u0627. \u0641\u062a\u0642\u0646\u064a\u0629 Apple Silicon \u0644\u0627 \u062a\u062f\u0639\u0645 CUDA \u0625\u0637\u0644\u0627\u0642\u064b\u0627\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u0623\u064a \u0643\u0648\u062f \u0645\u0643\u062a\u0648\u0628 \u0644\u064a\u064f\u0646\u0641\u064e\u0651\u0630 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0630\u064a \u0625\u0639\u062f\u0627\u062f <strong>device=&#8221;cuda&#8221;<\/strong> \u0623\u0648 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u0638\u0627\u0626\u0641 \u0645\u062e\u0635\u0635\u0629 \u0644\u0640 CUDA \u0633\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u062a\u0646\u0641\u064a\u0630. \u0623\u0645\u0627 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0644\u0645\u0643\u062a\u0628\u0629 PyTorch \u0641\u064a\u062a\u0645 \u0628\u0633\u0644\u0627\u0633\u0629 \u0639\u0628\u0631 \u062a\u063a\u064a\u064a\u0631 \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062c\u0647\u0627\u0632 \u0625\u0644\u0649 <strong>mps<\/strong>\u060c \u0648\u062a\u0624\u062f\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u062f\u0627\u0621\u064b \u062c\u064a\u062f\u064b\u0627 \u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629\u060c \u0644\u0643\u0646 \u0623\u064a \u0643\u0648\u062f \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0640 CUDA \u064a\u062c\u0628 \u0625\u0639\u0627\u062f\u0629 \u0643\u062a\u0627\u0628\u062a\u0647 \u0644\u064a\u062f\u0639\u0645 MPS \u0623\u0648 MLX\u060c \u0623\u0648 \u0646\u0642\u0644\u0647 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629. \u0644\u0630\u0627\u060c \u062e\u0637\u0650\u0651\u0637 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0645\u0633\u0628\u0642\u064b\u0627 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0634\u0631\u0648\u0639\u064d \u0643\u062b\u064a\u0641 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 CUDA \u0639\u0644\u0649 \u062c\u0647\u0627\u0632 \u0645\u0627\u0643.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u064a\u0639\u062a\u0645\u062f \u0623\u0641\u0636\u0644 \u062d\u0627\u0633\u0648\u0628 \u0645\u062d\u0645\u0648\u0644 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0637\u0631\u064a\u0642\u0629 \u0639\u0645\u0644\u0643. \u0641\u0640 <strong>\u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633<\/strong> \u0645\u0627\u0643 \u0628\u0648\u0643 \u0628\u0631\u0648 M4 \u0645\u0627\u0643\u0633 <strong>\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 CUDA<\/strong> \u0639\u0645\u0644 <strong>RTX 50-series<\/strong> \u062f\u064a\u0644 \u0625\u0643\u0633 \u0628\u064a \u0625\u0633 16 AI+ <strong>\u062f\u064a\u0644 XPS 16 AI+<\/strong> \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4 <strong>\u062d\u0627\u0633\u0648\u0628 \u0645\u0627\u0643 \u0628\u0648\u0643 \u0625\u064a\u0631 M4<\/strong> \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0626\u062a\u0645\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629.<\/p>\n<p>\u062d\u062f\u0651\u062f \u0623\u0648\u0644\u064b\u0627 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0637\u0648\u0651\u0631\u064b\u0627 \u0642\u0627\u0626\u0645\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0623\u0645 \u0645\u0637\u0648\u0651\u0631\u064b\u0627 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u2014 \u0641\u0647\u0630\u0647 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0633\u062a\u0648\u062c\u0647\u0643 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0646\u062d\u0648 \u0627\u0644\u062c\u0647\u0627\u0632 \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-ai-laptops-2026\/\">\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u064f\u0632\u0648\u062f\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u0644\u0645\u0634\u062a\u0631\u064a<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-laptops-for-stable-diffusion-2026\/\">\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0628\u0631\u0646\u0627\u0645\u062c Stable Diffusion \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-laptops-for-local-llms-2026\/\">\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0642\u0651\u0644 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/snapdragon-x-elite-vs-apple-m4-ai-laptops\/\">\u0645\u0639\u0627\u0644\u062c Snapdragon X Elite \u0645\u0642\u0627\u0628\u0644 \u0645\u0639\u0627\u0644\u062c Apple M4: \u0645\u0639\u0631\u0643\u0629 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0645\u064f\u0632\u0648\u062f\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-laptops-for-machine-learning-2026\/\">\u0623\u0641\u0636\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0644\u0627\u0628\u062a\u0648\u0628 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u062a\u0637\u0648\u064a\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0623\u0641\u0636\u0644 \u0627\u0644\u062d\u0648\u0627\u0633\u064a\u0628 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0645\u0627 \u064a\u0647\u0645 \u0644\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a - \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644.<\/p>","protected":false},"author":1,"featured_media":545,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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