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\u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0648\u0644\u0647\u0627. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062c\u062f\u0648\u0644 \u064a\u0648\u0636\u062d \u0628\u0639\u0636 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 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\u0627\u0644\u0639\u0631\u0642\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0644\u064a\u0645:<\/strong> \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u060c \u062a\u0639\u0645\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0639\u0627\u062f\u0644 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u062e\u0635\u064a \u0648\u062d\u0645\u0627\u064a\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0644\u0627\u0628.<\/p>\n<\/li>\n<\/ol>\n<p>\u0642\u062f \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0645 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\u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<p>\u062a\u062a\u0636\u0645\u0646 \u062d\u0644\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629:<\/strong> \u0636\u0645\u0627\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u062a\u0645\u062b\u064a\u0644\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u062a\u0646\u0641\u064a\u0630 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0636\u0644\u064a\u0629 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631:<\/strong> \u062a\u0637\u0648\u064a\u0631 \u0623\u0633\u0627\u0644\u064a\u0628 \u0644\u062c\u0639\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0643\u062b\u0631 \u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645.<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0629 \u0645\u0645\u064a\u0632\u0629<\/th>\n<th>\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<th>\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<th>\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0650\u0637\u064e\u0627\u0642<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0639\u0627\u0645.<\/td>\n<td>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647.<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0643\u0632<\/td>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>\u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0627\u0644\u0645\u062d\u064a\u0637\u0629 \u0628\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642<\/td>\n<td>\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u060c \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 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\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0645\u0648\u0627\u0641\u0642\u0629\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>\u0627\u0644\u062a\u062d\u064a\u0632 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0634\u0631\u062d\u060c \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629\u060c \u0648\u0627\u0644\u0645\u0633\u0627\u0621\u0644\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u064a\u062d\u0645\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u062b\u064a\u0631\u0629 \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u062a\u0634\u0643\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a:<\/strong> \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0646\u0641\u0633\u0647 \u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0627\u0644\u0645\u062a\u0631\u062a\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>Blockchain \u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0648\u0641\u0631 \u062a\u0642\u0646\u064a\u0629 Blockchain \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u0648\u0634\u0641\u0627\u0641 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629:<\/strong> \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u062a\u0636\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0644\u0648\u0627\u0626\u062d \u0623\u0643\u062b\u0631 \u0635\u0631\u0627\u0645\u0629 \u0644\u0636\u0645\u0627\u0646 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0639\u062f\u0627\u0644\u0629:<\/strong> \u0633\u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0639\u062f\u0627\u0644\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062d\u064a\u0632 \u0648\u0627\u0644\u062a\u0645\u064a\u064a\u0632.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0641\u064a \u0636\u0645\u0627\u0646 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u0641\u064a \u0633\u064a\u0627\u0642 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0645\u0646\u0647\u0627. \u0625\u0646\u0647\u0645 \u064a\u0639\u0645\u0644\u0648\u0646 \u0643\u0648\u0633\u0637\u0627\u0621 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647\u0645. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u062d\u0645\u0627\u064a\u0629 \u0647\u0648\u064a\u0627\u062a\u0647\u0645 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627\u060c \u0648\u062e\u0627\u0635\u0629 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/p>\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062c\u0646\u0628 \u0631\u0628\u0637 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0628\u0627\u0634\u0631\u0629 \u0628\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u062d\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647 \u0648\u062e\u0635\u0648\u0635\u064a\u0629 \u0623\u0635\u062d\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u062a\u0648\u0627\u0641\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0645\u0639 \u0627\u0644\u0645\u0628\u062f\u0623 \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u062f\u0639\u0648 \u0625\u0644\u0649 \u062c\u0645\u0639 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a 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\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0644\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.turing.ac.uk\/research\/research-projects\/data-ethics-framework\" target=\"_new\" rel=\"noopener nofollow\">\u0625\u0637\u0627\u0631 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0645\u0639\u0647\u062f \u0622\u0644\u0627\u0646 \u062a\u0648\u0631\u064a\u0646\u062c<\/a>: \u0625\u0637\u0627\u0631 \u0634\u0627\u0645\u0644 \u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/ethicsinaction.ieee.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0628\u0627\u062f\u0631\u0629 IEEE \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u062d\u0648\u0644 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0648\u0627\u0644\u0630\u0643\u064a\u0629<\/a>: \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/cyber.harvard.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0631\u0643\u0632 \u0628\u064a\u0631\u0643\u0645\u0627\u0646 \u0643\u0644\u0627\u064a\u0646 \u0644\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u2013 \u062c\u0627\u0645\u0639\u0629 \u0647\u0627\u0631\u0641\u0627\u0631\u062f<\/a>: \u0625\u062c\u0631\u0627\u0621 \u0623\u0628\u062d\u0627\u062b \u062d\u0648\u0644 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/guides.lib.berkeley.edu\/data-ethics\" target=\"_new\" rel=\"noopener nofollow\">\u062f\u0644\u064a\u0644 \u0623\u0628\u062d\u0627\u062b \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0645\u0643\u062a\u0628\u0629 \u062c\u0627\u0645\u0639\u0629 \u0643\u0627\u0644\u064a\u0641\u0648\u0631\u0646\u064a\u0627 \u0641\u064a \u0628\u064a\u0631\u0643\u0644\u064a<\/a>: \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u062d\u0648\u0644 \u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646.<\/p>\n<\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c 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\u064a\u0645\u0643\u0646 \u0644\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u0638\u0645\u0627\u062a \u0648\u0635\u0627\u0646\u0639\u064a \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0645\u0639 \u062a\u0633\u062e\u064a\u0631 \u0642\u0648\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0635\u0627\u0644\u062d \u0627\u0644\u0639\u0627\u0645.<\/p>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476701","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Data Science Ethics: Understanding the Ethical Dimensions in the Age of Big Data<\/mark>","faq_items":[{"question":"What is Data Science Ethics, and why is it important?","answer":"<p>Data Science Ethics is a field that focuses on the responsible and ethical use of data in data science and related technologies. It is essential because as data-driven decision-making becomes more prevalent, ethical concerns about privacy, fairness, and transparency arise. Data Science Ethics ensures that data is used in a way that respects individual rights, avoids biases, and promotes accountability.<\/p>"},{"question":"How did Data Science Ethics originate?","answer":"<p>The roots of Data Science Ethics can be traced back to the early 2000s when data-driven decision-making gained prominence. However, it gained significant attention and formal recognition in the mid-2010s. The first mentions of Data Science Ethics appeared in research papers and conferences discussing the responsible use of data and algorithms.<\/p>"},{"question":"What are the key areas of focus in Data Science Ethics?","answer":"<p>The key areas of focus in Data Science Ethics include algorithmic fairness, privacy protection, transparency, informed consent, and data governance. These principles aim to ensure fairness, accountability, and privacy throughout the entire data lifecycle.<\/p>"},{"question":"What are some common types of Data Science Ethics?","answer":"<p>Some common types of Data Science Ethics are algorithmic fairness, privacy and data protection, transparency and explainability, data bias and discrimination, informed consent, and data sharing and openness.<\/p>"},{"question":"How does Data Science Ethics work?","answer":"<p>Data Science Ethics operates on ethical principles and guidelines. It involves various stakeholders, such as data scientists, ethicists, policymakers, and domain experts. It includes ethical impact assessments, ethics committees, and codes of conduct to ensure responsible data practices.<\/p>"},{"question":"What are the main challenges related to Data Science Ethics?","answer":"<p>Challenges related to Data Science Ethics include algorithmic bias, data privacy concerns, and the lack of transparency in complex algorithms. Addressing these challenges requires diverse data collection, privacy-preserving techniques, and the development of explainable AI.<\/p>"},{"question":"How can proxy servers be associated with Data Science Ethics?","answer":"<p>Proxy servers can play a role in upholding Data Science Ethics, particularly in data privacy and security. They provide anonymity, protecting data scientists' identities while accessing and processing sensitive data. Proxy servers align with the ethical principle of data minimization, ensuring only necessary data is collected.<\/p>"},{"question":"What does the future hold for Data Science Ethics?","answer":"<p>The future of Data Science Ethics is promising with advancements in AI for ethical analysis, blockchain for data privacy, and the establishment of stricter regulatory frameworks. Fairness-aware algorithms will also help address biases and discrimination.<\/p>"},{"question":"How can I learn more about Data Science Ethics?","answer":"<p>To learn more about Data Science Ethics, you can explore resources such as the Data Science Association, the Data Ethics Framework by The Alan Turing Institute, and the IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems. Additionally, the Berkman Klein Center for Internet &amp; Society at Harvard University and the Data Science Ethics Research Guide by UC Berkeley Library provide valuable insights and information.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476701","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476701\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=476701"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}