{"id":1076,"date":"2025-11-25T13:38:10","date_gmt":"2025-11-25T13:38:10","guid":{"rendered":"https:\/\/houshyar24.ir\/blog\/?p=1076"},"modified":"2025-12-18T17:45:45","modified_gmt":"2025-12-18T17:45:45","slug":"what-is-explainable-ai","status":"publish","type":"post","link":"https:\/\/houshyar24.ir\/blog\/what-is-explainable-ai\/","title":{"rendered":"Explainable AI (XAI) \u0686\u06cc\u0633\u062a\u061f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d"},"content":{"rendered":"<p>\u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u0645\u0631\u0648\u0632\u06cc\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0642\u0634 \u062a\u0639\u06cc\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u062f\u061b \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u067e\u0631\u0648\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648\u0627\u0645 \u0648 \u062d\u062a\u06cc \u063a\u0631\u0628\u0627\u0644 \u0631\u0632\u0648\u0645\u0647\u200c\u0647\u0627. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u063a\u0644\u0628 \u062a\u0646\u0647\u0627 <strong>\u0646\u062a\u06cc\u062c\u0647\u200c\u06cc \u062e\u0631\u0648\u062c\u06cc<\/strong> \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0628\u062f\u0648\u0646 \u0622\u0646\u06a9\u0647 \u0628\u062f\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644 \u0628\u0631 \u0686\u0647 \u0645\u0628\u0646\u0627\u06cc\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a.<br \/>\n\u0627\u06cc\u0646 \u0648\u0636\u0639\u06cc\u062a \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u06cc\u06a9 <strong>&#8220;\u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647&#8221; <\/strong>\u00a0\u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0646\u062f: \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u0634\u062e\u0635 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0645\u0646\u0637\u0642 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u06cc\u0627\u0646\u0647 \u0645\u0633\u06cc\u0631\u060c \u0628\u0631\u0627\u06cc \u0645\u0627 \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0648 \u0641\u0647\u0645 \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0686\u0646\u06cc\u0646 \u0634\u0631\u0627\u06cc\u0637\u06cc \u067e\u0631\u0633\u0634 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<p>\u00ab\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0645\u062f\u0644\u06cc \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0648\u0636\u06cc\u062d \u0646\u0645\u06cc\u200c\u062f\u0647\u062f \u0686\u0631\u0627 \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u061f\u00bb<\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0645\u0641\u0647\u0648\u0645 <strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d<\/strong><strong> Explainable AI <\/strong><strong>\u06cc\u0627<\/strong><strong> XAI<\/strong> \u0627\u0647\u0645\u06cc\u062a \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627 \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627 \u06a9\u0647 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 <strong>\u0634\u0641\u0627\u0641\u060c \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/strong> \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u062a\u0648\u0636\u06cc\u062d \u0646\u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u0628\u0647 \u062a\u0635\u0645\u06cc\u0645\u0634 <strong>\u0627\u0639\u062a\u0645\u0627\u062f<\/strong> \u06a9\u0646\u06cc\u0645\u060c<\/li>\n<li>\u062f\u0644\u06cc\u0644 \u062e\u0637\u0627 \u0631\u0627 <strong>\u067e\u06cc\u062f\u0627<\/strong> \u06a9\u0646\u06cc\u0645\u060c<\/li>\n<li>\u06cc\u0627 \u062d\u062a\u06cc \u0627\u06af\u0631 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0648\u062f\u060c <strong>\u0622\u0646 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d<\/strong> \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ul>\n<p>\u0633\u0624\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u0627\u06cc\u0646\u062c\u0627\u0633\u062a:<br \/>\n\u062a\u0627 \u062d\u0627\u0644\u0627 \u067e\u06cc\u0634 \u0622\u0645\u062f\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062f\u0631\u0628\u0627\u0631\u0647\u200c\u0627\u062a \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u062f \u0648 \u062a\u0648 \u0647\u06cc\u0686 \u062a\u0648\u0636\u06cc\u062d\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u061f \u0686\u0647 \u062d\u0633\u06cc \u062f\u0627\u0634\u062a\u06cc\u061f<\/p>\n<p><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u06cc\u0627<\/strong><strong> XAI<\/strong> \u06cc\u0639\u0646\u06cc \u0645\u062f\u0644\u06cc \u06a9\u0647 \u0641\u0642\u0637 \u0646\u062a\u06cc\u062c\u0647 \u0646\u062f\u0647\u062f\u060c \u0628\u0644\u06a9\u0647 <strong>\u062f\u0644\u06cc\u0644 \u062a\u0635\u0645\u06cc\u0645\u0634 \u0631\u0627 \u0647\u0645 \u0634\u0641\u0627\u0641 \u06a9\u0646\u062f<\/strong>.<br \/>\n\u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647:<\/p>\n<p>XAI \u00a0\u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0641\u0647\u0645\u06cc\u0645 \u0645\u062f\u0644 \u0686\u0637\u0648\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0633\u06cc\u062f\u0647 \u0648 \u0686\u0647 \u0639\u0648\u0627\u0645\u0644\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0646\u062f.<\/p>\n<p>\u0647\u062f\u0641 XAI \u0641\u0642\u0637 \u062f\u0642\u062a \u0628\u06cc\u0634\u062a\u0631 \u0646\u06cc\u0633\u062a. \u0645\u062f\u0644 \u0628\u0627\u06cc\u062f:<\/p>\n<ul>\n<li>\u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u0628\u0627\u0634\u062f\u060c<\/li>\n<li>\u0631\u0641\u062a\u0627\u0631 \u0648 \u062a\u0635\u0645\u06cc\u0645\u0634 \u0634\u0641\u0627\u0641 \u0628\u0627\u0634\u062f\u060c<\/li>\n<li>\u0648 \u0628\u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0622\u0646 <strong>\u0645\u0633\u0626\u0648\u0644\u06cc\u062a\u200c\u067e\u0630\u06cc\u0631\u06cc<\/strong> \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u062f\u0631 XAI \u0633\u0624\u0627\u0644 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 <em>\u00ab\u0622\u06cc\u0627 \u0645\u062f\u0644 \u062f\u0631\u0633\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u061f\u00bb<\/em><br \/>\n\u0628\u0644\u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647:<br \/>\n<em>\u0686\u0631\u0627 \u0627\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645 \u0631\u0627 \u06af\u0631\u0641\u062a\u061f<\/em><\/p>\n<p>\u06af\u0627\u0647\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0627 \u062f\u0642\u062a \u0645\u062a\u0648\u0633\u0637\u060c \u0627\u0645\u0627 \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\u060c <strong>\u0627\u0631\u0632\u0634\u0645\u0646\u062f\u062a\u0631<\/strong> \u0627\u0632 \u0645\u062f\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0627\u0645\u0627 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0627\u0633\u062a\u060c \u0686\u0648\u0646 \u0648\u0642\u062a\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627 \u0627\u062b\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0631\u0648\u06cc \u0627\u0646\u0633\u0627\u0646\u200c\u0647\u0627 \u062f\u0627\u0631\u0646\u062f\u060c \u0634\u0641\u0627\u0641\u06cc\u062a \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0639\u062f\u062f \u062f\u0642\u062a \u0627\u0633\u062a.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-1080 size-full\" src=\"https:\/\/houshyar24.ir\/blog\/wp-content\/uploads\/2025\/11\/image-1.png\" loading=\"lazy\" alt=\"Explainable AI \" width=\"886\" height=\"377\" srcset=\"https:\/\/houshyar24.ir\/blog\/wp-content\/uploads\/2025\/11\/image-1.png 886w, https:\/\/houshyar24.ir\/blog\/wp-content\/uploads\/2025\/11\/image-1-300x128.png 300w, https:\/\/houshyar24.ir\/blog\/wp-content\/uploads\/2025\/11\/image-1-768x327.png 768w\" sizes=\"(max-width: 886px) 100vw, 886px\" \/><\/p>\n<h2><strong>\u0686\u0631\u0627<\/strong><strong> Explainable AI <\/strong><strong>\u0645\u0647\u0645 \u0627\u0633\u062a\u061f<\/strong><\/h2>\n<p><strong>\u062e\u0644\u0627\u0635\u0647<\/strong><strong>:<\/strong> \u0648\u0642\u062a\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u0642\u0637 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0648\u0644\u06cc \u062a\u0648\u0636\u06cc\u062d\u06cc \u0628\u0631\u0627\u06cc \u0686\u06af\u0648\u0646\u06af\u06cc\u0650 \u062a\u0635\u0645\u06cc\u0645\u200c\u0634\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0646\u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u0645\u0627 \u0628\u0627 \u00ab\u062c\u0639\u0628\u0647 \u0633\u06cc\u0627\u0647\u00bb \u0631\u0648\u0628\u0647\u200c\u0631\u0648 \u0647\u0633\u062a\u06cc\u0645. \u0627\u06cc\u0646 \u0648\u0636\u0639\u06cc\u062a \u0647\u0645 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0647\u0645 \u0631\u06cc\u0633\u06a9\u200c\u0647\u0627\u06cc \u0642\u0627\u0646\u0648\u0646\u06cc \u0648 \u0639\u0645\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0647\u0645 \u0645\u0627\u0646\u0639 \u0628\u0647\u0628\u0648\u062f \u0648\u0627\u0642\u0639\u06cc \u0645\u062f\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h2><\/h2>\n<h2><strong>\u0686\u0647\u0627\u0631 \u062f\u0644\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0645\u0647\u0645 \u0628\u0648\u062f\u0646 <\/strong><strong>Explainable AI<\/strong><\/h2>\n<h3><strong>\u06f1. \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646<\/strong><\/h3>\n<p>\u0648\u0642\u062a\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u062f\u0627\u0646\u062f \u0686\u0631\u0627 \u06cc\u06a9 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647\u060c \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u0622\u0646 \u0631\u0627 \u0645\u06cc\u200c\u067e\u0630\u06cc\u0631\u062f. \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc \u0648 \u067e\u0630\u06cc\u0631\u0634 \u0645\u062d\u0635\u0648\u0644\u0627\u062a\u0650 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 AI \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f (\u0645\u062b\u0644\u0627\u064b \u06a9\u0627\u0631\u06a9\u0646\u0627\u0646 \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc\u0634\u0627\u0646 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u0628\u0627\u0634\u062f).<\/p>\n<h3><strong>\u06f2. \u0631\u0639\u0627\u06cc\u062a \u0642\u0648\u0627\u0646\u06cc\u0646 \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u062d\u0642\u0648\u0642\u06cc<\/strong><\/h3>\n<p>\u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0633\u0644\u0627\u0645\u062a\u060c \u0645\u0627\u0644\u06cc \u06cc\u0627 \u062d\u0642\u0648\u0642 \u0628\u0634\u0631\u060c \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u0631\u0627 \u062a\u0648\u062c\u06cc\u0647 \u06a9\u0646\u0646\u062f. \u062f\u0627\u0634\u062a\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 \u0645\u0642\u0631\u0631\u0627\u062a \u0648 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0638\u0627\u0631\u062a\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3><strong>\u06f3. \u0628\u0647\u0628\u0648\u062f \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644<\/strong><\/h3>\n<p>\u0628\u0627 \u062f\u06cc\u062f\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0627\u062b\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0646\u062f \u06cc\u0627 \u0628\u0627\u0639\u062b \u062e\u0637\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u0627 \u062e\u0648\u062f \u0645\u062f\u0644 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u0645. XAI \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u0627\u06cc\u0627\u0633\u060c overfitting \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0627\u062f\u0647 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h3><strong>\u06f4. \u062d\u0641\u0638 \u0627\u062e\u0644\u0627\u0642 \u0648 \u0639\u062f\u0627\u0644\u062a<\/strong><\/h3>\n<p>\u0648\u0642\u062a\u06cc \u062f\u0644\u0627\u06cc\u0644 \u062a\u0635\u0645\u06cc\u0645 \u0645\u0634\u062e\u0635 \u0628\u0627\u0634\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0628\u0639\u06cc\u0636 \u06cc\u0627 \u0627\u062b\u0631\u0627\u062a \u0646\u0627\u0645\u0637\u0644\u0648\u0628 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645\u061b \u0628\u062f\u0648\u0646 \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0650 \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u0646\u0627\u0639\u0627\u062f\u0644\u0627\u0646\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n<h2><\/h2>\n<h2><strong>\u0645\u062b\u0627\u0644 \u0645\u0644\u0645\u0648\u0633<\/strong><\/h2>\n<p><strong>\u0648\u0627\u0645 \u0628\u0627\u0646\u06a9\u06cc<\/strong><strong>:<\/strong> \u0633\u06cc\u0633\u062a\u0645 \u0645\u06cc\u200c\u06af\u0648\u06cc\u062f \u00ab\u0648\u0627\u0645 \u0631\u062f \u0634\u062f\u00bb. \u0628\u0627 XAI \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0645\u0627\u0646 \u0644\u062d\u0638\u0647 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u00ab\u0633\u0627\u0628\u0642\u0647 \u0628\u062f\u0647\u06cc\u00bb \u0648 \u00ab\u062f\u0631\u0622\u0645\u062f \u0645\u0627\u0647\u0627\u0646\u0647\u00bb \u0686\u0647 \u0633\u0647\u0645\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645 \u062f\u0627\u0634\u062a\u0646\u062f \u2014 \u0648 \u0627\u06af\u0631 \u0627\u0634\u062a\u0628\u0627\u0647\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0642\u0627\u0628\u0644 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u067e\u0632\u0634\u06a9\u06cc<\/strong><strong>:<\/strong> \u0627\u06af\u0631 \u0645\u062f\u0644 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0631\u0627\u062f\u06cc\u0648\u0644\u0648\u0698\u06cc \u062c\u0648\u0627\u0628 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u062a\u0648\u0636\u06cc\u062d\u0650 \u0645\u062f\u0644 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u062f\u0627\u0645 \u0645\u0646\u0637\u0642\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627\u0639\u062b \u062a\u0634\u062e\u06cc\u0635 \u0634\u062f\u0647 \u0648 \u067e\u0632\u0634\u06a9 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0647\u0645\u200c\u0631\u0627\u0633\u062a\u0627 \u0628\u0627 \u0645\u062f\u0644 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<h2><\/h2>\n<h2><strong>\u0631\u0648\u0634\u200c\u0647\u0627 \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc<\/strong><strong> Explainable AI<\/strong><\/h2>\n<p>\u062f\u0648 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0631\u0627 \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u0630\u0647\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<br \/>\n<strong>\u062a\u0648\u0636\u06cc\u062d \u062f\u0631 \u0633\u0637\u062d \u06a9\u0644\u0627\u0646<\/strong><strong> (Global): <\/strong>\u0645\u062f\u0644 \u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061f<br \/>\n<strong>\u062a\u0648\u0636\u06cc\u062d \u062f\u0631 \u0633\u0637\u062d \u0645\u062d\u0644\u06cc<\/strong><strong> (Local): <\/strong>\u0628\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062e\u0627\u0635\u060c \u0686\u0631\u0627 \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u061f<\/p>\n<h3><strong>\u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647<\/strong><strong> \u2014 Global vs Local <\/strong><strong>\u0648<\/strong><strong> White-box vs Black-box<\/strong><\/h3>\n<table style=\"height: 200px\" width=\"1311\">\n<thead>\n<tr>\n<td><strong>\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc<\/strong><\/td>\n<td><strong>\u067e\u0631\u0633\u0634 \u0627\u0635\u0644\u06cc<\/strong><\/td>\n<td><strong>\u0646\u0645\u0648\u0646\u0647 \u062a\u06a9\u0646\u06cc\u06a9 \/ \u062e\u0631\u0648\u062c\u06cc \u0645\u0639\u0645\u0648\u0644<\/strong><\/td>\n<td><strong>\u06a9\u0627\u0631\u0628\u0631\u062f<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center\"><strong>Global<\/strong><\/td>\n<td style=\"text-align: center\">\u0645\u062f\u0644 \u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc \u0686\u0647 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f\u061f<\/td>\n<td style=\"text-align: center\">Feature importance \u06a9\u0644\u06cc\u060c Partial Dependence Plot<\/td>\n<td style=\"text-align: center\">\u062a\u0648\u0636\u06cc\u062d \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\/\u0633\u0647\u0627\u0645\u062f\u0627\u0631\u061b \u0637\u0631\u0627\u062d\u06cc \u0633\u06cc\u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\"><strong>Local<\/strong><\/td>\n<td style=\"text-align: center\">\u0686\u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062e\u0627\u0635 \u0627\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u062f\u061f<\/td>\n<td style=\"text-align: center\">SHAP values\u060c LIME\u060c \u062f\u0644\u0627\u06cc\u0644 (reason codes)<\/td>\n<td style=\"text-align: center\">\u06af\u0632\u0627\u0631\u0634 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u060c \u0628\u0631\u0631\u0633\u06cc \u0645\u0648\u0631\u062f\u06cc \u0631\u062f \u0648\u0627\u0645 \u06cc\u0627 \u062e\u0637\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635\u06cc<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\"><strong>White-box <\/strong><strong>\u0634\u0641\u0627\u0641<\/strong><\/td>\n<td style=\"text-align: center\">\u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u0627\u0633\u062a<\/td>\n<td style=\"text-align: center\">\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0637\u06cc\u060c \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 (Decision Tree)<\/td>\n<td style=\"text-align: center\">\u0648\u0642\u062a\u06cc \u0634\u0641\u0627\u0641\u06cc\u062a \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062f\u0642\u062a \u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\"><strong>Black-box <\/strong><strong>\u062c\u0639\u0628\u0647\u200c\u0633\u06cc\u0627\u0647<\/strong><\/td>\n<td style=\"text-align: center\">\u0645\u062f\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a \u0648\u0644\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\u200c\u0633\u0627\u0632\u06cc<\/td>\n<td style=\"text-align: center\">\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627 LIME\/SHAP\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u0633\u062a-\u0647\u0627\u06a9<\/td>\n<td style=\"text-align: center\">\u0648\u0642\u062a\u06cc \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0648\u0644\u06cc \u0628\u0627\u06cc\u062f \u062a\u0648\u0636\u06cc\u062d \u062a\u0648\u0644\u06cc\u062f \u06a9\u0631\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2><strong>\u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 (\u06a9\u0648\u062a\u0627\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc)<\/strong><\/h2>\n<ul>\n<li><strong>SHAP (SHapley Additive exPlanations)<\/strong>\n<ul>\n<li>\u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0646\u0638\u0631\u06cc\u0647\u200c\u06cc \u0628\u0627\u0632\u06cc (Shapley values). \u0628\u0631\u0627\u06cc \u0647\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u060c \u0633\u0647\u0645 \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u2014 \u0647\u0645 \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d \u0645\u062d\u0644\u06cc \u0648 \u0647\u0645 \u0627\u0645\u06a9\u0627\u0646 \u062a\u062c\u0645\u06cc\u0639 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f \u06a9\u0644\u06cc. \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0642\u06cc\u0642\u0650 \u0627\u062b\u0631 \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc.<\/li>\n<\/ul>\n<\/li>\n<li><strong>LIME (Local Interpretable Model-agnostic Explanations)<\/strong>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062e\u0627\u0635\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0633\u0627\u062f\u0647 (\u0645\u062b\u0644\u0627\u064b \u062e\u0637\u06cc) \u0645\u062d\u0644\u06cc \u0631\u0648\u06cc \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u0646\u0645\u0648\u0646\u0647 \u0645\u06cc\u200c\u0622\u0645\u0648\u0632\u062f \u062a\u0627 \u0631\u0641\u062a\u0627\u0631 \u0645\u062f\u0644\u0650 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062a\u0642\u0631\u06cc\u0628 \u0628\u0632\u0646\u062f. \u0645\u0646\u0627\u0633\u0628 \u0648\u0642\u062a\u06cc \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u00ab\u06cc\u06a9 \u062f\u0644\u06cc\u0644 \u0633\u0631\u06cc\u0639\u00bb \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u062f\u0647\u06cc\u0645.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062b\u0627\u0644\u200c\u0645\u062d\u0648\u0631<\/strong><strong> (Example-based)<\/strong>\n<ul>\n<li>\u0628\u0647\u200c\u062c\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d \u0639\u062f\u062f\u06cc\u0650 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u060c \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 (nearest neighbors) \u06cc\u0627 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u062b\u0628\u062a\/\u0645\u0646\u0641\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0641\u0647\u0645\u062f \u0645\u062f\u0644 \u0628\u0631 \u0686\u0647 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u062a\u06a9\u06cc\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0634\u0641\u0627\u0641 \u06a9\u0631\u062f\u0646 \u0645\u0644\u0645\u0648\u0633\u0650 \u062a\u0635\u0645\u06cc\u0645.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0648\u06cc\u0698\u06af\u06cc\u200c\u0645\u062d\u0648\u0631<\/strong><strong> (Feature-based)<\/strong>\n<ul>\n<li>\u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0648\u0632\u0646 \u0631\u0627 \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u0634\u062a\u0646\u062f (\u0645\u062b\u0644\u0627\u064b \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0633\u062e \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u062f\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc). \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645 \u0645\u062d\u0635\u0648\u0644 \u0648 \u0628\u0647\u0628\u0648\u062f \u062f\u0627\u062f\u0647\/\u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc<\/strong><strong> (Visualization)<\/strong>\n<ul>\n<li>Heatmap\u060c attention maps\u060c partial dependence plots \u0648 \u0633\u0627\u06cc\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u06a9\u0647 \u062e\u0635\u0648\u0635\u0627\u064b \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0645\u062a\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u200c\u0627\u0646\u062f \u062a\u0627 \u0627\u062b\u0631 \u0645\u0646\u0627\u0637\u0642 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627 \u0645\u0634\u062e\u0635 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><\/h2>\n<h2><strong>\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0631\u0648\u0634<\/strong><\/h2>\n<ul>\n<li>\u0627\u06af\u0631 \u0646\u06cc\u0627\u0632 <strong>\u06af\u0632\u0627\u0631\u0634 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0647\u0627\u06cc\u06cc<\/strong> \u06cc\u0627 \u00ab\u062f\u0644\u06cc\u0644 \u0631\u062f\/\u067e\u0630\u06cc\u0631\u0634\u00bb \u062f\u0627\u0631\u06cc\u062f \u2192 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc <strong>\u0645\u062d\u0644\u06cc<\/strong> (SHAP\/LIME \u06cc\u0627 reason codes) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f <strong>\u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc \u0645\u062f\u0644<\/strong> \u0631\u0627 \u0628\u0647 \u0630\u06cc\u200c\u0646\u0641\u0639\u0627\u0646 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f \u2192 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc <strong>Global<\/strong> \u0645\u062b\u0644 feature importance \u0648 partial dependence \u0645\u0646\u0627\u0633\u0628\u200c\u0627\u0646\u062f.<\/li>\n<li>\u0648\u0642\u062a\u06cc \u0645\u062f\u0644\u0650 \u0634\u0645\u0627 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a (\u0645\u062b\u0644\u0627\u064b \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u06cc\u0627 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646) \u2192 \u0627\u0632 <strong>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u0641\u0627\u0641<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u061b \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc post-hoc \u0628\u0631\u0627\u06cc \u062c\u0639\u0628\u0647\u200c\u0633\u06cc\u0627\u0647 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><strong>\u06cc\u06a9 \u0645\u062b\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/strong><\/h2>\n<p><strong>\u0645\u0633\u0626\u0644\u0647<\/strong><strong>:<\/strong> \u0633\u06cc\u0633\u062a\u0645 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0639\u0637\u0627\u06cc \u0648\u0627\u0645 \u06cc\u06a9 \u0628\u0627\u0646\u06a9.<\/p>\n<p><strong>\u0631\u0648\u06cc\u06a9\u0631\u062f<\/strong><strong> XAI <\/strong><strong>\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc<\/strong><strong>:<\/strong><\/p>\n<ol>\n<li>\n<pre>\u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u060c \u06cc\u06a9 explanation \u0645\u062d\u0644\u06cc \u0628\u0627 SHAP \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646 (\u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u062f\u0627\u0645 \u0641\u06cc\u0644\u062f\u0647\u0627 \u0645\u062b\u0628\u062a\/\u0645\u0646\u0641\u06cc \u062a\u0627\u062b\u06cc\u0631 \u06af\u0630\u0627\u0634\u062a\u0646\u062f).<\/pre>\n<\/li>\n<li>\n<pre>\u0628\u0631\u0627\u06cc \u06af\u0632\u0627\u0631\u0634 \u0645\u062f\u06cc\u0631\u06cc\u062a\u06cc \u0645\u0627\u0647\u0627\u0646\u0647\u060c feature importance \u06a9\u0644\u0627\u0646 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646 \u0648 \u0627\u06af\u0631 \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062a\u0627\u062b\u06cc\u0631 \u062f\u0627\u0631\u062f\u060c \u062f\u0644\u06cc\u0644\u0634 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646 (\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0641\u06cc\u0644\u062a\u0631 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0628\u0627\u06cc\u0627\u0633 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f).<\/pre>\n<\/li>\n<li>\n<pre>\u062f\u0631 \u0635\u0648\u0631\u062a \u06af\u0632\u0627\u0631\u0634 \u06a9\u0627\u0631\u0628\u0631\u060c \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 (example-based) \u0631\u0627 \u0646\u0634\u0627\u0646 \u0628\u062f\u0647 \u062a\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0628\u06cc\u0646\u062f \u00ab\u062f\u06cc\u06af\u0631\u0627\u0646 \u0628\u0627 \u0686\u0647 \u0634\u0631\u0627\u06cc\u0637\u06cc \u0648\u0627\u0645 \u06af\u0631\u0641\u062a\u0646\u062f \u06cc\u0627 \u0631\u062f \u0634\u062f\u0646\u062f\u00bb.<\/pre>\n<\/li>\n<\/ol>\n<ul>\n<li>XAI \u0633\u0647 \u0645\u0632\u06cc\u062a \u0627\u0635\u0644\u06cc \u062f\u0627\u0631\u062f: <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u060c \u062a\u0636\u0645\u06cc\u0646 \u0627\u0646\u0637\u0628\u0627\u0642 \u0628\u0627 \u0645\u0642\u0631\u0631\u0627\u062a\u060c \u0648 \u062a\u0633\u0647\u06cc\u0644 \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644<\/strong>.<\/li>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627 (Global\/Local\u060c White-box\/Black-box\u060c SHAP\/LIME\/\u2026) \u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u06cc\u0627\u0632\u0650 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u060c \u0645\u062e\u0627\u0637\u0628\u0650 \u06af\u0632\u0627\u0631\u0634 \u0648 \u062d\u0633\u0627\u0633\u06cc\u062a\u0650 \u062f\u0627\u0645\u0646\u0647 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h2><\/h2>\n<h2><strong>\u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc<\/strong><strong> Explainable AI<\/strong><\/h2>\n<p>\u0647\u0631\u0686\u0646\u062f XAI \u0627\u0628\u0632\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u0631\u0648\u0628\u0631\u0648\u0633\u062a:<\/p>\n<ol>\n<li><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>\n<ul>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0648\u0636\u06cc\u062d \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u062b\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0627\u0631 \u0633\u062e\u062a\u06cc \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0631\u0641\u062a\u0627\u0631 \u063a\u06cc\u0631\u062e\u0637\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0641\u0647\u0645\u06cc\u062f\u0646 \u0633\u0647\u0645 \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0634\u0648\u0627\u0631 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0648\u0636\u06cc\u062d \u2260 \u062e\u0648\u0628 \u0628\u0648\u062f\u0646 \u0645\u062f\u0644<\/strong>\n<ul>\n<li>\u0635\u0631\u0641\u0627\u064b \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631 \u0645\u062f\u0644 \u0646\u06cc\u0633\u062a.<\/li>\n<li>\u0628\u0631\u062e\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u062a\u0648\u0636\u06cc\u062d \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0646\u06af\u0630\u0627\u0631\u062f \u0648 \u062d\u062a\u06cc \u0628\u0627\u0639\u062b \u0627\u0634\u062a\u0628\u0627\u0647 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062e\u0637\u0631 \u0627\u0641\u0634\u0627\u06cc \u0627\u0633\u0631\u0627\u0631 \u062a\u062c\u0627\u0631\u06cc<\/strong>\n<ul>\n<li>\u0647\u0646\u06af\u0627\u0645 \u062a\u0648\u0636\u06cc\u062d \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u062f\u0644\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u0633\u0627\u0633 \u06cc\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u0634\u0631\u06a9\u062a \u0627\u0641\u0634\u0627 \u0634\u0648\u062f.<\/li>\n<li>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0628\u06cc\u0646 \u0634\u0641\u0627\u0641\u06cc\u062a \u0648 \u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u062a\u0639\u0627\u062f\u0644 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2><\/h2>\n<h2><strong>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc<\/strong><strong> Explainable AI<\/strong><\/h2>\n<p>XAI \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u062a\u0627\u062b\u06cc\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0648 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0627\u0631\u062f:<\/p>\n<table style=\"height: 151px\" width=\"1222\">\n<thead>\n<tr>\n<td style=\"text-align: center\"><strong>\u062d\u0648\u0632\u0647<\/strong><\/td>\n<td style=\"text-align: center\"><strong>\u06a9\u0627\u0631\u0628\u0631\u062f<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center\">\u0633\u0644\u0627\u0645\u062a<\/td>\n<td>\u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u060c \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc \u2014 \u062a\u0648\u0636\u06cc\u062d \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0645\u0627\u062f \u067e\u0632\u0634\u06a9\u0627\u0646 \u0648 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\">\u0645\u0627\u0644\u06cc<\/td>\n<td>\u0627\u0639\u0637\u0627\u06cc \u0648\u0627\u0645\u060c \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u06cc\u0633\u06a9\u060c \u0628\u0631\u0631\u0633\u06cc \u062f\u0644\u0627\u06cc\u0644 \u0631\u062f \u06cc\u0627 \u0642\u0628\u0648\u0644 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627. \u0645\u062b\u0627\u0644: \u00ab\u0686\u0631\u0627 \u0648\u0627\u0645 \u0645\u0646 \u0631\u062f \u0634\u062f\u061f\u00bb<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\">\u0639\u062f\u0627\u0644\u062a \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/td>\n<td>\u0628\u0631\u0631\u0633\u06cc \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u06cc\u0627 \u0627\u0639\u0637\u0627\u06cc \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0639\u062f\u0645 \u062a\u0628\u0639\u06cc\u0636<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center\">\u062e\u0648\u062f\u0631\u0648\u0633\u0627\u0632\u06cc \u0648 IoT<\/td>\n<td style=\"text-align: right\">\u062a\u062d\u0644\u06cc\u0644 \u062a\u0635\u0645\u06cc\u0645 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627 \u0628\u0631\u0627\u06cc \u0634\u0641\u0627\u0641\u06cc\u062a \u0648 \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062e\u0637\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong><strong>:<\/strong><\/p>\n<ul>\n<li>\u06cc\u06a9 \u0633\u0627\u0645\u0627\u0646\u0647 \u0628\u0627\u0646\u06a9\u062f\u0627\u0631\u06cc \u0627\u06cc\u0631\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648\u0627\u0645 \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 XAI\u060c \u0647\u0631 \u0631\u062f \u06cc\u0627 \u0642\u0628\u0648\u0644 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0642\u06cc\u0642 \u00ab\u06a9\u062f\u0627\u0645 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0628\u0627\u0639\u062b \u062a\u0635\u0645\u06cc\u0645 \u0634\u062f\u00bb \u0627\u0631\u0627\u0626\u0647 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u0634\u062a\u0631\u06cc \u0648 \u06a9\u0627\u0647\u0634 \u0627\u0639\u062a\u0631\u0627\u0636\u0627\u062a \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<\/ul>\n<h2><\/h2>\n<h2><strong>\u0686\u0637\u0648\u0631 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u00ab\u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\u00bb \u0628\u0627\u0634\u0646\u062f\u061f<\/strong><\/h2>\n<ul>\n<li>\u062d\u062a\u06cc \u0627\u06af\u0631 \u0645\u062f\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0630\u0627\u062a\u0627\u064b \u00ab\u062c\u0639\u0628\u0647\u200c\u0633\u06cc\u0627\u0647\u00bb \u0628\u0627\u0634\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u067e\u0631\u0627\u0645\u067e\u062a\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631\u0633\u062a\u060c \u0622\u0646 \u0631\u0627 \u0648\u0627\u062f\u0627\u0631 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 <strong>\u062f\u0644\u06cc\u0644 \u062a\u0635\u0645\u06cc\u0645\u0634 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u062f<\/strong>.<\/li>\n<li>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u067e\u0631\u0627\u0645\u067e\u062a \u0622\u0645\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 ChatGPT \/ LLM \u0647\u0627:<\/li>\n<\/ul>\n<p><strong>\u00a0<\/strong><\/p>\n<h3>\u00a0<strong>\u067e\u0631\u0627\u0645\u067e\u062a 1\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062a\u0648\u0636\u06cc\u062d \u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc<\/strong><strong> (Local Explanation)<\/strong><\/h3>\n<h3><strong>Prompt:<\/strong><\/h3>\n<pre>\u0646\u062a\u06cc\u062c\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062f\u0647\u06cc \u0631\u0627 \u0645\u0631\u062d\u0644\u0647\u200c\u0628\u0647\u200c\u0645\u0631\u062d\u0644\u0647 \u062a\u0648\u0636\u06cc\u062d \u0628\u062f\u0647. \u0628\u06af\u0648 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u06cc\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645 \u062a\u0648 \u062f\u0627\u0634\u062a\u0646\u062f.<\/pre>\n<p>&nbsp;<\/p>\n<h3>\u00a0<strong>\u067e\u0631\u0627\u0645\u067e\u062a 2\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0644\u06cc\u0644 \u062a\u0635\u0645\u06cc\u0645 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0634\u062e\u0635<\/strong><strong> (Reason Codes)<\/strong><\/h3>\n<h3><strong>Prompt:<\/strong><\/h3>\n<pre>\u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc\u200c\u0627\u06cc \u06a9\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u060c \u06f3 \u062f\u0644\u06cc\u0644 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u0628\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0644\u06cc\u0644 \u0645\u06cc\u0632\u0627\u0646 \u062a\u0623\u062b\u06cc\u0631 (High \/ Medium \/ Low) \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646.<\/pre>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0627\u0645\u067e\u062a \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u06af\u0632\u06cc\u0646\u0634 \u0631\u0632\u0648\u0645\u0647\u060c \u0648\u0627\u0645 \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a.<\/p>\n<h3>\u00a0<strong>\u067e\u0631\u0627\u0645\u067e\u062a 3<\/strong><strong>\u060c Global vs Local<\/strong><\/h3>\n<h3><strong>Prompt:<\/strong><\/h3>\n<pre>\u0627\u0648\u0644 \u062a\u0648\u0636\u06cc\u062d \u0628\u062f\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06a9\u0644\u06cc \u0686\u0637\u0648\u0631 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f (Global explanation). \u0633\u067e\u0633 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u0628\u0632\u0646 \u0648 \u062a\u0648\u0636\u06cc\u062d \u0628\u062f\u0647 \u0686\u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0646\u0645\u0648\u0646\u0647 \u062e\u0627\u0635 \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0627\u062f\u06cc (Local explanation).<\/pre>\n<h3><strong>\u067e\u0631\u0627\u0645\u067e\u062a 4\u060c \u0634\u0641\u0627\u0641\u200c\u0633\u0627\u0632\u06cc \u0628\u062f\u0648\u0646 \u0639\u0628\u0627\u0631\u062a \u0645\u0628\u0647\u0645<\/strong><\/h3>\n<h3><strong>Prompt:<\/strong><\/h3>\n<pre>\u0627\u0632 \u0639\u0628\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc \u0645\u062b\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u06a9\u0646. \u062f\u0642\u06cc\u0642\u0627\u064b \u0628\u06af\u0648 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u06cc\u0627 \u062f\u0627\u062f\u0647 \u0628\u0627\u0639\u062b \u0627\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/pre>\n<h3>\u00a0<strong>\u067e\u0631\u0627\u0645\u067e\u062a 5\u060c \u067e\u0631\u0627\u0645\u067e\u062a<\/strong><strong> XAI <\/strong><strong>\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06cc\u0627<\/strong><strong> black-box<\/strong><\/h3>\n<h3><strong>Prompt:<\/strong><\/h3>\n<pre>\u0641\u0631\u0636 \u06a9\u0646 \u0645\u0646 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0645 \u0648 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0628\u062f\u0627\u0646\u0645 \u0686\u0631\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0633\u06cc\u062f\u06cc. \u062a\u0635\u0645\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u063a\u06cc\u0631\u062a\u06a9\u0646\u06cc\u06a9\u0627\u0644 \u062a\u0648\u0636\u06cc\u062d \u0628\u062f\u0647\u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u06cc\u0627\u0646 \u06a9\u0646\u06cc.<\/pre>\n<h3>\u00a0<strong>\u067e\u0631\u0627\u0645\u067e\u062a 6\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0648\u0636\u06cc\u062d \u0628\u0631\u0627\u06cc \u06af\u0632\u0627\u0631\u0634 \u06cc\u0627 \u0627\u0631\u0627\u0626\u0647<\/strong><\/h3>\n<h3><strong>Prompt:<\/strong><\/h3>\n<pre>\u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062f\u0631 \u0633\u0647 \u0628\u062e\u0634 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646:\r\n\u06f1 \u062a\u0635\u0645\u06cc\u0645 \u0645\u062f\u0644\r\n\u06f2 \u0639\u0648\u0627\u0645\u0644 \u0645\u0624\u062b\u0631\r\n\u06f3 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0628\u0647\u0628\u0648\u062f (\u0627\u06af\u0631 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0627\u0634\u062f)<\/pre>\n<p>&nbsp;<\/p>\n<h2><strong>\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc<\/strong><strong> XAI<\/strong><\/h2>\n<ul>\n<li>\u0627\u0632 \u0627\u0628\u062a\u062f\u0627 <strong>\u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0628\u0648\u062f\u0646 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631<\/strong>\u061b \u0646\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0639\u062f\u0627\u064b \u0628\u062e\u0648\u0627\u0647\u06cc \u0627\u0636\u0627\u0641\u0647\u200c\u0627\u0634 \u06a9\u0646\u06cc.<\/li>\n<li>\u0628\u0627 <strong>\u0630\u06cc\u0646\u0641\u0639\u0627\u0646<\/strong> \u0634\u0627\u0645\u0644 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u060c \u0642\u0627\u0646\u0648\u0646\u200c\u06af\u0630\u0627\u0631\u0627\u0646 \u0648 \u0645\u062f\u06cc\u0631\u0627\u0646 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634 \u062a\u0627 \u0633\u0637\u062d \u062a\u0648\u0636\u06cc\u062d \u0644\u0627\u0632\u0645 \u0645\u0634\u062e\u0635 \u0634\u0648\u062f.<\/li>\n<li><strong>\u062a\u0639\u0627\u062f\u0644 \u0628\u06cc\u0646 \u062f\u0642\u062a \u0648 \u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc<\/strong> \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u061b \u06af\u0627\u0647\u06cc \u0645\u062f\u0644 \u062e\u06cc\u0644\u06cc \u062f\u0642\u06cc\u0642\u060c \u0633\u062e\u062a\u200c\u062a\u0631 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627 \u0631\u0627 \u062c\u0632\u0648 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0642\u0631\u0627\u0631 \u0628\u062f\u0647 \u062a\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0631\u0631\u0633\u06cc \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><strong>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/strong><\/h2>\n<p>\u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0646\u0642\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0627\u0646\u0633\u0627\u0646\u06cc\u060c \u062a\u0646\u0647\u0627 \u00ab\u062f\u0642\u062a \u0645\u062f\u0644\u00bb \u06a9\u0627\u0641\u06cc \u0646\u06cc\u0633\u062a.<br \/>\n\u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f <strong>\u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\u060c \u0642\u0627\u0628\u0644 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f<\/strong> \u0628\u0627\u0634\u0646\u062f. \u0648\u0642\u062a\u06cc \u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u0645 <em>\u0686\u0631\u0627<\/em> \u06cc\u06a9 \u0646\u062a\u06cc\u062c\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u0628\u0647 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0646\u06cc\u0645\u060c<\/li>\n<li>\u200c\u062e\u0637\u0631 \u062e\u0637\u0627 \u06cc\u0627 \u062a\u0628\u0639\u06cc\u0636 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u0645\u060c<\/li>\n<li>\u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u0645.<\/li>\n<\/ul>\n<p>\u062a\u0648\u0636\u06cc\u062d\u200c\u067e\u0630\u06cc\u0631\u06cc \u062f\u06cc\u06af\u0631 \u06cc\u06a9 \u0645\u0632\u06cc\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u0646\u06cc\u0633\u062a\u061b<strong>\u0628\u0647\u200c\u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0627\u0644\u0632\u0627\u0645 \u0627\u0633\u062a.<\/strong><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u0645\u0631\u0648\u0632\u06cc\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0642\u0634 \u062a\u0639\u06cc\u06cc\u0646\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u062f\u061b \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u067e\u0631\u0648\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0648\u0627\u0645 \u0648 \u062d\u062a\u06cc \u063a\u0631\u0628\u0627\u0644 \u0631\u0632\u0648\u0645\u0647\u200c\u0647\u0627. \u0628\u0627&#8230;<\/p>\n","protected":false},"author":5,"featured_media":1192,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[2,5],"tags":[],"class_list":["post-1076","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-2","category-5"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Explainable AI (XAI) \u0686\u06cc\u0633\u062a\u061f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d - \u0648\u0628\u0644\u0627\u06af \u0647\u0648\u0634\u200c\u06cc\u0627\u063124<\/title>\n<meta name=\"description\" content=\"\u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f Explainable AI (XAI) \u0686\u06cc\u0633\u062a \u0648 \u0686\u0637\u0648\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/houshyar24.ir\/blog\/what-is-explainable-ai\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Explainable AI (XAI) \u0686\u06cc\u0633\u062a\u061f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\" \/>\n<meta property=\"og:description\" content=\"\u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f Explainable AI (XAI) \u0686\u06cc\u0633\u062a \u0648 \u0686\u0637\u0648\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/houshyar24.ir\/blog\/what-is-explainable-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0648\u0628\u0644\u0627\u06af \u0647\u0648\u0634\u200c\u06cc\u0627\u063124\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-25T13:38:10+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-18T17:45:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/houshyar24.ir\/blog\/wp-content\/uploads\/2025\/11\/cb349e39-ab4a-4b25-8ee9-a26b16f7df2e.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"\u0641\u0627\u0626\u0632\u0647 \u0639\u0628\u062f\u0644\u06cc \u0646\u0698\u0627\u062f\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0646\u0648\u0634\u062a\u0647\u200c\u0634\u062f\u0647 \u0628\u062f\u0633\u062a\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0641\u0627\u0626\u0632\u0647 \u0639\u0628\u062f\u0644\u06cc \u0646\u0698\u0627\u062f\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/houshyar24.ir\/blog\/what-is-explainable-ai\/\",\"url\":\"https:\/\/houshyar24.ir\/blog\/what-is-explainable-ai\/\",\"name\":\"Explainable AI (XAI) \u0686\u06cc\u0633\u062a\u061f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d - \u0648\u0628\u0644\u0627\u06af 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