{"id":477510,"date":"2023-08-09T09:15:57","date_gmt":"2023-08-09T09:15:57","guid":{"rendered":""},"modified":"2023-09-05T11:14:51","modified_gmt":"2023-09-05T11:14:51","slug":"human-in-the-loop","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/human-in-the-loop\/","title":{"rendered":"\u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647"},"content":{"rendered":"<p>Human-in-the-Loop (HITL) \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0648\u0634 \u0627\u0646\u0633\u0627\u0646\u06cc \u0631\u0627 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0648\u0638\u0627\u06cc\u0641 \u0631\u0627 \u0628\u0627 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<h2>\u067e\u06cc\u062f\u0627\u06cc\u0634 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 Human-in-the-Loop \u0631\u06cc\u0634\u0647 \u062f\u0631 \u0645\u0647\u0646\u062f\u0633\u06cc \u06a9\u0646\u062a\u0631\u0644 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0628\u0631\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u0628\u0647 \u062a\u0639\u0627\u0645\u0644 \u0627\u0646\u0633\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u0645\u0647\u0645 \u0622\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u062f\u0647\u0647 1940\u060c \u0628\u0627 \u0638\u0647\u0648\u0631 \u0633\u0627\u06cc\u0628\u0631\u0646\u062a\u06cc\u06a9\u060c \u0631\u0634\u062a\u0647 \u0627\u06cc \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0648 \u06a9\u0646\u062a\u0631\u0644 \u0630\u0627\u062a\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627 \u0648 \u0645\u0648\u062c\u0648\u062f\u0627\u062a \u0632\u0646\u062f\u0647 \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u06cc \u06a9\u0631\u062f\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u06a9\u0627\u0645\u0644 HITL \u062f\u0631 \u0642\u0644\u0645\u0631\u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u0642\u0631\u0646 \u0628\u06cc\u0633\u062a \u0648 \u06cc\u06a9\u0645 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u06a9\u0631\u062f \u0632\u06cc\u0631\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u062a\u0631\u06a9\u06cc\u0628 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u06cc \u0627\u0646\u0633\u0627\u0646 \u0628\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0627\u0634\u06cc\u0646\u200c\u0645\u062d\u0648\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f.<\/p>\n<h2>\u0631\u0648\u0646\u0645\u0627\u06cc\u06cc \u0627\u0632 Human-in-the-Loop<\/h2>\n<p>\u062f\u0631 \u0647\u0633\u062a\u0647\u060c Human-in-the-Loop \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0641\u0639\u0627\u0644 \u062f\u0631 \u0645\u0631\u0627\u062d\u0644 \u0645\u062e\u062a\u0644\u0641 \u0686\u0631\u062e\u0647 \u0632\u0646\u062f\u06af\u06cc \u0645\u062f\u0644 ML \u0634\u0631\u06a9\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0627\u0632 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u0633\u062a \u0648 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0645\u062f\u0627\u062e\u0644\u0647 \u0627\u0646\u0633\u0627\u0646\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>HITL \u0627\u0633\u0627\u0633\u0627\u064b \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u0641\u0644\u0633\u0641\u0647 \u0628\u0646\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u060c \u0627\u0646\u0633\u0627\u0646\u200c\u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062e\u0644\u0627\u0642\u06cc\u062a\u060c \u062f\u0631\u06a9 \u0632\u0645\u06cc\u0646\u0647\u200c\u0627\u06cc \u0648 \u0634\u0647\u0648\u062f \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632 \u0645\u06cc\u200c\u0622\u0648\u0631\u0646\u062f \u06a9\u0647 \u062a\u0642\u0644\u06cc\u062f \u0622\u0646 \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a.<\/p>\n<h2>\u0639\u0645\u0644\u06a9\u0631\u062f Human-in-the-Loop<\/h2>\n<p>\u0633\u06cc\u0633\u062a\u0645 HITL \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0634\u062a\u0631\u06a9 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0646\u0633\u0627\u0646 \u0648 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0631 \u062f\u0648 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0627\u0631\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0645\u0627\u06cc \u0633\u0627\u062f\u0647 \u0627\u0632 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li><strong>\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634:<\/strong> \u0645\u0634\u0627\u0631\u06a9\u062a \u0627\u0646\u0633\u0627\u0646\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0648 \u062d\u0627\u0634\u06cc\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u0622\u0645\u0648\u0632\u0634:<\/strong> \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0645\u06cc\u0632 \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 ML \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u0627\u0633\u062a\u0646\u0628\u0627\u0637:<\/strong> \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u0631\u0648\u062f\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0645\u0631\u0648\u0631:<\/strong> \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0648 \u062a\u0635\u062d\u06cc\u062d \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u0628\u0627\u0632\u062e\u0648\u0631\u062f:<\/strong> \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u06cc\u0646\u062f\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u0646\u062f.<\/li>\n<\/ol>\n<p>\u0627\u06cc\u0646 \u062d\u0644\u0642\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u06cc\u0627\u0628\u062f \u06a9\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u0633\u0637\u062d \u062f\u0642\u062a \u0645\u0637\u0644\u0648\u0628 \u0628\u0631\u0633\u062f.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Human-in-the-Loop<\/h2>\n<p>Human-in-the-Loop \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0648 \u0639\u0645\u0644 \u062f\u0627\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><strong>\u0647\u0648\u0634 \u0645\u0634\u0627\u0631\u06a9\u062a\u06cc:<\/strong> HITL \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u06cc \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc:<\/strong> \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u0627\u0632 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0627\u0646\u0633\u0627\u0646 \u0645\u06cc \u0622\u0645\u0648\u0632\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/li>\n<li><strong>\u062f\u0642\u062a \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647:<\/strong> \u0645\u062f\u0627\u062e\u0644\u0647 \u0627\u0646\u0633\u0627\u0646 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u062e\u0637\u0627\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> HITL \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062f\u0627\u0645\u0646\u0647 \u0647\u0627\u060c \u0627\u0632 \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062e\u0648\u062f\u0631\u0627\u0646 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0647\u0627\u06cc \u0645\u0631\u0627\u0642\u0628\u062a \u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f.<\/li>\n<li><strong>\u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a:<\/strong> HITL \u0628\u0627 \u0645\u0634\u0627\u0631\u06a9\u062a \u062f\u0627\u062f\u0646 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc\u060c \u0634\u0641\u0627\u0641\u06cc\u062a \u0648 \u0627\u0639\u062a\u0645\u0627\u062f \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647<\/h2>\n<p>\u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc HITL \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0637\u062d \u0648 \u0645\u0627\u0647\u06cc\u062a \u0645\u062f\u0627\u062e\u0644\u0647 \u0627\u0646\u0633\u0627\u0646 \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/strong><\/th>\n<th><strong>\u0634\u0631\u062d<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>HITL \u0645\u0646\u0641\u0639\u0644<\/strong><\/td>\n<td>\u0648\u0631\u0648\u062f\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc\u0647 \u06cc\u0627 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u062f\u0648\u0631\u0647 \u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>HITL \u0641\u0639\u0627\u0644<\/strong><\/td>\n<td>\u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631\u06af\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062a\u0623\u06cc\u06cc\u062f \u0648 \u062a\u0635\u062d\u06cc\u062d \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0647\u06cc\u0628\u0631\u06cc\u062f HITL<\/strong><\/td>\n<td>\u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0645\u0646\u0641\u0639\u0644 \u0648 \u0641\u0639\u0627\u0644\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc\u0647 \u0634\u0631\u06a9\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0639\u062f\u0645 \u0642\u0637\u0639\u06cc\u062a \u0628\u0647 \u0622\u0646\u0647\u0627 \u062f\u0639\u0648\u062a \u0645\u06cc \u0634\u0648\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647: \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n<p>HITL \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062e\u0648\u062f\u0631\u0627\u0646\u060c \u0647\u0648\u0627\u0641\u0636\u0627\u060c \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u062f\u0648\u0646 \u0686\u0627\u0644\u0634 \u0646\u06cc\u0633\u062a. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0633\u0627\u0626\u0644 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0645\u0634\u0627\u0631\u06a9\u062a \u0627\u0646\u0633\u0627\u0646\u06cc\u060c \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0633\u0648\u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u062f\u0631 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0627\u0646\u0633\u0627\u0646\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f. \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0639\u0627\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062f\u0631\u06af\u06cc\u0631 \u06a9\u0631\u062f\u0646 \u0622\u0646\u0647\u0627 \u062a\u0646\u0647\u0627 \u062f\u0631 \u0645\u0648\u0627\u0642\u0639 \u0636\u0631\u0648\u0631\u06cc \u0628\u0647 \u06a9\u0627\u0647\u0634 \u062a\u0644\u0627\u0634 \u0627\u0646\u0633\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f. \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0646\u0627\u0634\u0646\u0627\u0633 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0634\u06cc\u0648\u0647 \u0647\u0627\u06cc \u0633\u062e\u062a\u06af\u06cc\u0631\u0627\u0646\u0647 \u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u062d\u0641\u0638 \u06a9\u0631\u062f. \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0648\u06af\u06cc\u0631\u06cc \u0647\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u06af\u0631\u0648\u0647 \u0645\u062a\u0646\u0648\u0639\u06cc \u0627\u0632 \u0628\u0627\u0632\u0628\u06cc\u0646\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0634\u0627\u0628\u0647<\/h2>\n<p>\u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 HITL \u0631\u0627 \u0628\u0627 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u0645\u0641\u0647\u0648\u0645<\/strong><\/th>\n<th><strong>\u0634\u0631\u062d<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647<\/strong><\/td>\n<td>\u0634\u0627\u0645\u0644 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0686\u0631\u062e\u0647 \u0632\u0646\u062f\u06af\u06cc \u0645\u062f\u0644 ML \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0646\u0633\u0627\u0646 \u0631\u0648\u06cc \u062d\u0644\u0642\u0647<\/strong><\/td>\n<td>\u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0628\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0638\u0627\u0631\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0641\u0642\u0637 \u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u0645\u062f\u0627\u062e\u0644\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0646\u0633\u0627\u0646 \u062e\u0627\u0631\u062c \u0627\u0632 \u062d\u0644\u0642\u0647<\/strong><\/td>\n<td>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062f\u0648\u0646 \u062f\u062e\u0627\u0644\u062a \u0627\u0646\u0633\u0627\u0646 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u0633\u062a\u0642\u0644 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 HITL \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f\u060c \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0627\u062f\u063a\u0627\u0645 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0634\u0646\u0627\u062e\u062a \u0627\u0646\u0633\u0627\u0646 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc. \u0641\u0646\u200c\u0622\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0627\u0628\u0637\u200c\u0647\u0627\u06cc \u0645\u063a\u0632 \u0648 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u0627\u0637\u0641\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0645\u06a9\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0627\u0634\u0646\u062f. \u0627\u06cc\u062f\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0645\u062f\u0644\u0627\u0646\u0647 \u062a\u0631\u060c \u0627\u062e\u0644\u0627\u0642\u06cc \u062a\u0631 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u062a\u0631 \u0634\u0648\u062f \u0648 \u0647\u0645\u06a9\u0627\u0631\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u06cc\u0646 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0642\u0648\u06cc\u062a \u0634\u0648\u062f.<\/p>\n<h2>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0648 Human-in-the-Loop<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 OneProxy\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc HITL \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0644\u0627\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f \u0648 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0646\u0637\u0628\u0627\u0642 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0648\u0627\u0642\u0639\u06cc \u062a\u0631 \u0648 \u0645\u062a\u0646\u0648\u0639 \u062a\u0631 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc ML \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0639\u0645\u06cc\u0645 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<ol>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Human-in-the-loop\" target=\"_new\" rel=\"noopener nofollow\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2006.12461\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647\u060c \u0641\u0644\u0633\u0641\u0647 \u0627\u062e\u0644\u0627\u0642 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/databricks.com\/glossary\/human-in-the-loop-for-machine-learning\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u062d\u0644\u0642\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a><\/li>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Proxy_server\" target=\"_new\" rel=\"noopener nofollow\">\u0633\u0631\u0648\u0631 \u067e\u0631\u0648\u06a9\u0633\u06cc<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468577,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477510","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Human-in-the-Loop: An Insight into Collaborative Computing<\/mark>","faq_items":[{"question":"What is Human-in-the-Loop (HITL)?","answer":"<p>Human-in-the-Loop is an interactive approach to computing that integrates human intelligence and input into the artificial intelligence (AI) systems' workflow. It's about using human insights at different stages of the machine learning model's life cycle, including data pre-processing, feature extraction, model training, testing, and post-deployment feedback.<\/p>"},{"question":"What is the history of Human-in-the-Loop?","answer":"<p>The concept of Human-in-the-Loop originated in control engineering, where systems required human interaction for operation. The first significant mention dates back to the 1940s in the field of cybernetics. The application of HITL in artificial intelligence, however, began to evolve in the early 21st century with advancements in technology.<\/p>"},{"question":"How does a Human-in-the-Loop system work?","answer":"<p>A HITL system functions through a collaborative framework involving humans and machines. It starts with humans pre-processing data, followed by the machine training on this data. The model then makes predictions, which humans review and correct, if necessary. These corrected outputs are then fed back into the system, which learns and improves from this feedback. This loop continues until the model's predictions reach a satisfactory level of accuracy.<\/p>"},{"question":"What are the key features of Human-in-the-Loop?","answer":"<p>The key features of HITL include collaborative intelligence, interactive learning, improved accuracy, versatility across various domains, and enhanced trust and transparency in AI systems.<\/p>"},{"question":"What types of Human-in-the-Loop systems exist?","answer":"<p>HITL systems can be categorized into Passive HITL, where human input is used for initial training or periodic updates; Active HITL, where humans continually validate and correct AI predictions; and Hybrid HITL, which combines the elements of both passive and active types.<\/p>"},{"question":"What are some challenges and solutions related to the use of Human-in-the-Loop?","answer":"<p>Challenges related to the use of HITL include scalability of human involvement, data privacy, and potential biases in human feedback. These can be addressed by using active learning techniques, implementing data anonymization and robust governance practices, and employing a diverse group of human reviewers to manage biases.<\/p>"},{"question":"How do proxy servers relate to Human-in-the-Loop?","answer":"<p>Proxy servers, such as those provided by OneProxy, can offer security for data used in HITL systems, ensuring privacy and compliance. They can also be used to create diverse and realistic testing environments for machine learning models, thus improving their robustness and generalizability.<\/p>"},{"question":"What are the future perspectives of Human-in-the-Loop?","answer":"<p>Future perspectives of HITL include deeper integration of human cognition with AI. Potential advancements could focus on technologies like brain-computer interfaces and affective computing, with an aim to make AI systems more empathetic, ethical, and adaptable.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477510","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477510\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468577"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477510"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}