{"id":891,"date":"2025-08-22T14:30:37","date_gmt":"2025-08-22T14:30:37","guid":{"rendered":"https:\/\/innalytx.com\/%d8%aa%d8%b7%d9%88%d9%8a%d8%b1-%d9%86%d9%85%d8%a7%d8%b0%d8%ac-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d9%88%d8%b9%d9%85%d9%84%d9%8a%d8%a7%d8%aa\/"},"modified":"2025-08-24T09:52:55","modified_gmt":"2025-08-24T09:52:55","slug":"%d8%aa%d8%b7%d9%88%d9%8a%d8%b1-%d9%86%d9%85%d8%a7%d8%b0%d8%ac-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d9%88%d8%b9%d9%85%d9%84%d9%8a%d8%a7%d8%aa","status":"publish","type":"page","link":"https:\/\/innalytx.com\/ar\/%d8%aa%d8%b7%d9%88%d9%8a%d8%b1-%d9%86%d9%85%d8%a7%d8%b0%d8%ac-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d9%88%d8%b9%d9%85%d9%84%d9%8a%d8%a7%d8%aa\/","title":{"rendered":"\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0639\u0645\u0644\u064a\u0627\u062a\u0647\u0627 (MLOps)"},"content":{"rendered":"\t\t
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  • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
  • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
  • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a\u0643.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
  • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0630\u0643\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 (\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643).<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
  • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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    \u0627\u0644\u0646\u0634\u0631: \u0627\u0644\u0634\u062d\u0646 \u0625\u0644\u0649 \u0628\u064a\u0626\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0623\u0648 \u0645\u062d\u0644\u064a\u0629 \u0622\u0645\u0646\u0629 \u0645\u0639 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs) \u0648\u062a\u0643\u0627\u0645\u0644 \u0645\u0633\u062a\u0645\u0631\/\u062a\u0637\u0648\u064a\u0631 \u0645\u0633\u062a\u0645\u0631 (CI\/CD).<\/p>

    7. \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629: \u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t

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    • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0635\u0639\u0648\u0628\u0629 \u062a\u062d\u0648\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062c\u0632\u0623\u0629 \u0625\u0644\u0649 \u0642\u064a\u0645\u0629 \u062a\u062c\u0627\u0631\u064a\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
    • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062f\u0642\u0629 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0623\u0648 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
    • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062d\u0644\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0646\u0645\u0648 \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
    • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0639\u062f \u0628\u0646\u0627\u0626\u0647\u0627.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0631\u0628 \u0648\u0627\u0644\u062c\u0627\u0647\u0632 \u0644\u0644\u0625\u0646\u062a\u0627\u062c.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062a\u0642\u0631\u064a\u0631 \u0634\u0627\u0645\u0644 \u0639\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u0646\u0638\u0645\u062a\u0643.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062a\u062f\u0631\u064a\u0628 \u0641\u0631\u064a\u0642\u0643 \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0648\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t
      • \n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\u062e\u0637\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t
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        \n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\u0647\u0644 \u064a\u0645\u0643\u0646 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0631\u0643\u062a\u064a\u061f<\/a>\n\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t

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        \n\t\t\t\t\t

        \n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\u0643\u064a\u0641 \u0646\u062f\u0645\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0623\u0646\u0638\u0645\u062a\u0646\u0627 \u0627\u0644\u062d\u0627\u0644\u064a\u0629\u061f<\/a>\n\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t

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        \u0646\u0639\u0645\u060c \u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0639\u0644\u0649 \u0625\u0628\u0642\u0627\u0621 \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0631\u062a\u0641\u0639\u064b\u0627 \u0645\u0639 \u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t

        \n\t\t\t\t\t

        \n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\u0647\u0644 \u0646\u0645\u062a\u0644\u0643 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0639\u062f \u0627\u0644\u062a\u0633\u0644\u064a\u0645\u061f<\/a>\n\t\t\t\t\t<\/h4>\n\n\t\t\t\t\t

        \u0646\u0639\u0645\u060c \u0625\u0630\u0627 \u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0639\u0642\u062f.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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        <\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

        \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a (MLOps) \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a (MLOps) \u0646\u064f\u0635\u0645\u0651\u0645 \u0648\u0646\u064f\u0646\u0634\u0626 \u0646\u0645\u0627\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u064f\u062a\u0642\u062f\u0651\u0645\u0629 \u0645\u064f\u0635\u0645\u0651\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 […]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","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":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"default","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-891","page","type-page","status-publish","hentry"],"yoast_head":"\n\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0639\u0645\u0644\u064a\u0627\u062a\u0647\u0627 (MLOps) - 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