{"id":5043,"date":"2026-03-04T21:55:55","date_gmt":"2026-03-04T19:55:55","guid":{"rendered":"https:\/\/finaira.ai\/why-genai-in-fintech-needs-more-than-a-good-llm\/"},"modified":"2026-03-04T23:00:26","modified_gmt":"2026-03-04T21:00:26","slug":"why-genai-in-fintech-needs-more-than-a-good-llm","status":"publish","type":"post","link":"https:\/\/finaira.ai\/ar\/why-genai-in-fintech-needs-more-than-a-good-llm\/","title":{"rendered":"\u0644\u0645\u0627\u0630\u0627 \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0641\u064a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u062c\u064a\u062f\u061f"},"content":{"rendered":"\t\t
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By Ahmed Hani \u2013 Sr. Principal Data Scientist at Finaira<\/strong><\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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\u062f\u0648\u0631\u0629 \u0627\u0644\u0636\u062c\u064a\u062c \u0644\u0647\u0627 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062c\u0639\u0644 \u0627\u0644\u0641\u0631\u0642 \u062a\u0634\u0639\u0631 \u0628\u0623\u0646\u0647\u0627 \u0628\u062d\u0627\u062c\u0629 \u0644\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0641\u064a \u0643\u0644 \u0634\u064a\u0621. \u0647\u0630\u0627 \u062e\u0637\u0623<\/p>

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\u064a\u0646\u0628\u063a\u064a \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0645\u0627 \u0645\u062a\u0643\u0627\u0645\u0644\u064e\u064a\u0646 \u0644\u0627 \u0645\u062a\u0646\u0627\u0641\u0633\u064e\u064a\u0646. \u0644\u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0645\u0643\u0627\u0646\u0647. \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0648\u0643\u0634\u0641 \u0627\u0644\u0634\u0630\u0648\u0630\u0627\u062a\u060c \u0647\u0630\u0647 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0627\u0644\u064a \u0627\u0644\u062c\u0627\u062f. \u064a\u0645\u062a\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0645\u0627 \u0647\u0648 \u0645\u0645\u0643\u0646 \u0641\u0648\u0642 \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0627\u0633\u060c \u0648\u0644\u0627 \u064a\u062d\u0644 \u0645\u062d\u0644\u0647.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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

\u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u062a\u0642\u064a\u064a\u0645<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u0623\u062d\u062f \u0623\u0648\u0627\u0626\u0644 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0646\u0628\u063a\u064a \u0637\u0631\u062d\u0647\u0627 \u0639\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u0623\u064a \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0633\u064a\u0637: \u0643\u064a\u0641 \u062a\u0639\u0631\u0641 \u0623\u0646\u0647 \u064a\u0639\u0645\u0644\u061f<\/p>

\u064a\u0628\u062f\u0648 \u0648\u0627\u0636\u062d\u064b\u0627. \u0644\u0643\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u0627\u062f\u0642\u0629 \u0645\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0647\u064a \u0646\u0633\u062e\u0629 \u0645\u0646 “\u064a\u0628\u062f\u0648 \u0635\u062d\u064a\u062d\u064b\u0627” <\/em>\u0623\u0648 “\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0644\u0645 \u064a\u0634\u0643\u0648\u0648\u0627 \u0628\u0639\u062f.” <\/em>\u0647\u0630\u0627 \u063a\u064a\u0631 \u0643\u0627\u0641\u064d\u060c \u0644\u064a\u0633 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0648\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f \u0644\u064a\u0633 \u0641\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/p>

\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0644\u064a\u0633 \u0645\u0631\u062d\u0644\u0629 \u0641\u064a \u062f\u0648\u0631\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631. \u0644\u064a\u0633 \u0634\u064a\u0626\u064b\u0627 \u062a\u0641\u0639\u0644\u0647 \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0634\u062d\u0646. \u0625\u0646\u0647 \u0645\u062d\u0648\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627. \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u062a\u062a\u062d\u0642\u0642 \u0635\u062d\u0629 \u0643\u0644 \u0642\u0631\u0627\u0631 \u0622\u062e\u0631. \u0628\u062f\u0648\u0646\u0647\u060c \u0623\u0646\u062a \u0644\u0627 \u062a\u0647\u0646\u062f\u0633 \u0646\u0638\u0627\u0645\u064b\u0627\u060c \u0628\u0644 \u062a\u062e\u0645\u0646 \u0648\u062a\u0623\u0645\u0644.<\/p>

\u0643\u064a\u0641 \u064a\u0628\u062f\u0648 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062c\u0627\u062f \u0641\u0639\u0644\u064b\u0627\u061f \u064a\u0628\u062f\u0623 \u0628\u0627\u0644\u062a\u0639\u0631\u064a\u0641. \u0642\u0628\u0644 \u0643\u062a\u0627\u0628\u0629 \u0633\u0637\u0631 \u0648\u0627\u062d\u062f \u0645\u0646 \u0627\u0644\u0643\u0648\u062f\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0648\u0646 \u062f\u0642\u064a\u0642\u064b\u0627 \u0628\u0634\u0623\u0646 \u0645\u0627 \u064a\u064f\u0641\u062a\u0631\u0636 \u0623\u0646 \u064a\u0641\u0639\u0644\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 \u0648\u0643\u064a\u0641 \u064a\u0628\u062f\u0648 \u0627\u0644\u0641\u0634\u0644. \u0644\u064a\u0633 \u0628\u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0628\u0647\u0645\u0629\u060c \u0628\u0644 \u0628\u0639\u0628\u0627\u0631\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633. \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u064f\u0639\u062f\u0651 \u0625\u062c\u0627\u0628\u0629 \u0635\u062d\u064a\u062d\u0629\u061f \u0648\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u064f\u0639\u062f\u0651 \u0636\u0627\u0631\u064b\u0627\u061f \u0623\u064a\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0641\u0627\u0635\u0644 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0642\u0628\u0648\u0644\u0629 \u0648\u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0643\u0628\u064a\u0631\u061f \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0623\u0635\u0639\u0628 \u0645\u0645\u0627 \u062a\u0628\u062f\u0648\u060c \u0648\u062a\u062c\u0627\u0647\u0644\u0647\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u062e\u0637\u0626 \u0641\u064a\u0647 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642.<\/p>

\u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0644\u0627 \u064a\u062a\u0648\u0642\u0641 \u0639\u0646\u062f \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0635\u0645\u062f \u0645\u0639 \u0627\u0644\u0648\u0642\u062a \u0647\u064a \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0645\u062a\u0644\u0643 \u062e\u0637\u0648\u0637 \u062a\u0642\u064a\u064a\u0645 \u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u0641\u062d\u0648\u0635\u0627\u062a \u0622\u0644\u064a\u0629 \u062a\u0639\u0645\u0644 \u0645\u0639 \u0643\u0644 \u062a\u062d\u062f\u064a\u062b \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0643\u0644 \u062a\u063a\u064a\u064a\u0631 \u0641\u064a \u0627\u0644\u0623\u0648\u0627\u0645\u0631\u060c \u0648\u0643\u0644 \u062a\u062d\u0648\u0644 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0644\u064a\u0633\u062a \u062b\u0627\u0628\u062a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u063a\u064a\u0631 \u0633\u0644\u0648\u0643\u0647\u0627 \u0628\u0637\u0631\u0642 \u062e\u0641\u064a\u0629 \u0644\u0627 \u062a\u0638\u0647\u0631 \u0625\u0644\u0627 \u0641\u064a \u0638\u0631\u0648\u0641 \u0645\u062d\u062f\u062f\u0629. \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0644\u0644\u0628\u0642\u0627\u0621 \u0623\u0645\u0627\u0645 \u0630\u0644\u0643 \u0647\u064a \u0627\u0644\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0641\u064a \u0627\u0644\u0642\u064a\u0627\u0633.<\/p>

\u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u062b\u0645\u0629 \u0628\u064f\u0639\u062f \u0625\u0636\u0627\u0641\u064a \u064a\u062c\u0639\u0644 \u0647\u0630\u0627 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629: \u0627\u0644\u0645\u0633\u0627\u0621\u0644\u0629. \u062d\u064a\u0646 \u064a\u064f\u0634\u0643\u064e\u0651\u0643 \u0641\u064a \u0642\u0631\u0627\u0631 \u0645\u062f\u0639\u0648\u0645 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0646 \u0642\u0628\u0644 \u0639\u0645\u064a\u0644 \u0623\u0648 \u0645\u062f\u0642\u0642 \u0623\u0648 \u0623\u064a \u0623\u0635\u062d\u0627\u0628 \u0645\u0635\u0644\u062d\u0629 \u0641\u064a \u0627\u0644\u062d\u0644\u0642\u0629\u060c \u0644\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 “\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0627\u0644 \u0630\u0644\u0643.” <\/em>\u0644\u0627 \u0628\u062f \u0645\u0646 \u0648\u062c\u0648\u062f \u0633\u0644\u0633\u0644\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062a\u0628\u0639 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0645\u0624\u0633\u064e\u0651\u0633\u0629 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0647\u0648 \u0645\u0627 \u064a\u062c\u0639\u0644 \u0630\u0644\u0643 \u0645\u0645\u0643\u0646\u064b\u0627. \u0647\u0648 \u0645\u0627 \u064a\u062d\u0648\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0635\u0646\u062f\u0648\u0642 \u0623\u0633\u0648\u062f \u0625\u0644\u0649 \u0634\u064a\u0621 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0629 \u0623\u0646 \u062a\u0642\u0641 \u062e\u0644\u0641\u0647 \u0641\u0639\u0644\u064b\u0627.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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

\u0627\u0644\u0631\u0647\u0627\u0646 \u0623\u0643\u062b\u0631Agentic AI \u064a\u0631\u0641\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0645\u0644 <\/h3>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u062a\u0646\u062a\u0642\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u0646 “\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u064a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629” <\/em>\u0625\u0644\u0649 “\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u064a\u062a\u062e\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a.”<\/em> \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0648\u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u0629 \u0645\u0627\u060c \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u062d\u0642\u064b\u0627\u060c \u0648\u062a\u064f\u062f\u062e\u0644 \u0641\u0626\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u062e\u0627\u0637\u0631.<\/p>

\u062d\u064a\u0646 \u064a\u0642\u062a\u0635\u0631 \u0646\u0638\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0641\u0625\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0645\u0634\u0643\u0644\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0627\u0641\u064a. \u062d\u064a\u0646 \u064a\u062a\u0635\u0631\u0641 \u0646\u064a\u0627\u0628\u0629 \u0639\u0646 \u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0645\u0624\u0633\u0633\u0629\u060c \u062a\u0635\u0628\u062d \u0639\u0648\u0627\u0642\u0628 \u0627\u0644\u0641\u0634\u0644 \u0623\u0643\u062b\u0631 \u062e\u0637\u0648\u0631\u0629. \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u062a\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629. \u0627\u0644\u0636\u0645\u0627\u0646\u0627\u062a \u062a\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t

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

\u0627\u0644\u0631\u0647\u0627\u0646 \u0627\u0644\u062c\u062f\u064a\u0631 \u0628\u0627\u0644\u0645\u062e\u0627\u0637\u0631\u0629<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

\u0633\u064a\u0639\u064a\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u062a\u0634\u0643\u064a\u0644 \u0637\u0631\u064a\u0642\u0629 \u0639\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a. \u0647\u0630\u0647 \u0644\u064a\u0633\u062a \u062a\u0646\u0628\u0624\u064b\u0627 \u062c\u062f\u0644\u064a\u064b\u0627\u060c \u0628\u0644 \u0647\u0648 \u064a\u062d\u062f\u062b \u0628\u0627\u0644\u0641\u0639\u0644!<\/p>

\u0627\u0644\u0633\u0624\u0627\u0644 \u0647\u0648 \u0645\u0646 \u0633\u064a\u0641\u0639\u0644 \u0630\u0644\u0643 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u0644\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u062d\u0631\u0643\u062a \u0628\u0623\u0633\u0631\u0639 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0641\u064a \u0627\u0644\u0633\u0646\u0629 \u0627\u0644\u0623\u0648\u0644\u0649. \u0628\u0644 \u0633\u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u0637\u0631\u062d\u062a \u0623\u0633\u0626\u0644\u0629 \u0623\u0635\u0639\u0628 \u0645\u0628\u0643\u0631\u064b\u0627: \u062d\u0648\u0644 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0648\u062d\u0648\u0644 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u062d\u0648\u0644 \u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0641\u0639\u0644\u064b\u0627 \u0646\u0634\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0645\u0633\u0624\u0648\u0644\u064a\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631.<\/p>

\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0631\u0647\u0627\u0646 \u0648\u0627\u0644\u0641\u0631\u0635\u0629! \u0644\u064a\u0633 \u0641\u0642\u0637 \u0628\u0646\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0628\u0644 \u0628\u0646\u0627\u0624\u0647 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0625\u062b\u0628\u0627\u062a\u0627\u062a \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0648\u062d\u062a\u0649 \u0627\u0644\u062d\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0648\u0633\u0639.<\/p>\t\t\t\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":"

By Ahmed Hani \u2013 Sr. Principal Data Scientist at Finaira \u062b\u0645\u0629 \u0646\u0645\u0637 \u064a\u062a\u0643\u0631\u0631 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0645\u0627\u0636\u064a\u0629. \u062a\u062d\u0635\u0644 \u0641\u0631\u0642\u0629 \u0639\u0644\u0649 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0642\u0648\u064a\u060c \u0648\u062a\u0628\u0646\u064a \u0634\u064a\u0626\u064b\u0627 \u0645\u062b\u064a\u0631\u064b\u0627 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0641\u064a \u063a\u0636\u0648\u0646 \u0623\u0633\u0627\u0628\u064a\u0639 \u0642\u0644\u064a\u0644\u0629\u060c \u0648\u062a\u0639\u0631\u0636\u0647 \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u060c \u0648\u064a\u062a\u062d\u0645\u0633 \u0627\u0644\u062c\u0645\u064a\u0639. \u062b\u0645 \u062a\u0623\u062a\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0635\u0639\u0628\u0629: \u0627\u0644\u0634\u062d\u0646 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0644\u0645\u0646\u062a\u062c\u060c \u0648\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0642\u064a\u0645\u0629 \u0648\u0627\u0644\u0623\u062b\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0639\u0644\u0649 \u0637\u0631\u064a\u0642\u0629 […]<\/p>\n","protected":false},"author":1,"featured_media":5044,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"_jet_sm_ready_style":"","_jet_sm_style":"","_jet_sm_controls_values":"","_jet_sm_fonts_collection":"","_jet_sm_fonts_links":"","footnotes":""},"categories":[53],"tags":[],"finaira-article-author":[70],"class_list":["post-5043","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights-thought-leadership","finaira-article-author-ahmed-hani"],"_links":{"self":[{"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/posts\/5043","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/comments?post=5043"}],"version-history":[{"count":0,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/posts\/5043\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/media\/5044"}],"wp:attachment":[{"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/media?parent=5043"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/categories?post=5043"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/tags?post=5043"},{"taxonomy":"finaira-article-author","embeddable":true,"href":"https:\/\/finaira.ai\/ar\/wp-json\/wp\/v2\/finaira-article-author?post=5043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}