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\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644. \u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0628\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0623\u062c\u0632\u0627\u0621 \u0623\u0635\u063a\u0631\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u0639\u0628\u0631 \u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u062b\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a Hadoop \u0648Spark \u0648NoSQL \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636.<\/p>\n<h2>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/h2>\n<p>\u062a\u062a\u0645\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0628\u0639\u062f\u0629 \u0633\u0645\u0627\u062a \u0645\u0645\u064a\u0632\u0629:<\/p>\n<ol>\n<li><strong>\u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639<\/strong>: \u064a\u0645\u062a\u062f \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0625\u0644\u0649 \u0628\u064a\u062a\u0627\u0628\u0627\u064a\u062a \u0648\u0625\u0643\u0632\u0627 \u0628\u0627\u064a\u062a.<\/li>\n<li><strong>\u0633\u0631\u0639\u0629<\/strong>: \u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0635\u0648\u0649 \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0628\u0648\u062a\u064a\u0631\u0629 \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u063a\u0627\u064a\u0629.<\/li>\n<li><strong>\u062a\u0646\u0648\u0639<\/strong>: \u0623\u0646\u0647\u0627 \u062a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 \u0623\u0646\u0648\u0627\u0639 \u0648\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0632\u064a\u062f \u0645\u0646 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<li><strong>\u0627\u0644\u0641\u0648\u0636\u0649<\/strong>: \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0623\u062a\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0645\u0639 \u0645\u0634\u0643\u0644\u0627\u062a \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0627\u062a\u0633\u0627\u0642.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629<\/strong>: \u0623\u0646\u0638\u0645\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0644\u064a\u0633\u062a \u0645\u062c\u0647\u0632\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u062f\u064a\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u062a\u0644\u0632\u0645 \u062d\u0644\u0648\u0644\u0627\u064b \u0645\u0628\u062a\u0643\u0631\u0629.<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0644\u0645\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0625\u0644\u064a\u0643 \u062a\u0635\u0646\u064a\u0641 \u0628\u0633\u064a\u0637:<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\"><strong>\u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u0645\u062b\u0627\u0644<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">\u0645\u0646\u0638\u0645<\/td>\n<td style=\"text-align: center;\">\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0634\u0628\u0647 \u0645\u0646\u0638\u0645\u0629<\/td>\n<td style=\"text-align: center;\">\u0645\u0644\u0641\u0627\u062a XML \u0648\u0645\u0644\u0641\u0627\u062a JSON<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u063a\u064a\u0631 \u0645\u0646\u0638\u0645<\/td>\n<td style=\"text-align: center;\">\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0648\u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/h2>\n<p>\u062a\u062c\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u0627\u0644\u062d\u0643\u0648\u0645\u0629 \u0648\u062d\u062a\u0649 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u063a\u0646\u064a\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u062a\u0637\u0631\u062d \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0632\u064a\u0646\u060c \u0648\u0627\u062e\u062a\u0646\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629\u060c \u0648\u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0623\u0645\u0646\u064a\u0629. \u062a\u062a\u0636\u0645\u0646 \u062d\u0644\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0639\u0627\u062f\u0629\u064b \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0623\u0645\u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0648\u064a\u0629.<\/p>\n<h2>\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0648\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/h2>\n<p>\u0625\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u062d\u062a\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u064a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u062e\u0635\u0627\u0626\u0635\u0647\u0627 \u0627\u0644\u0645\u0645\u064a\u0632\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\"><strong>\u0635\u0641\u0627\u062a<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/strong><\/th>\n<th style=\"text-align: center;\"><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">\u0645\u0642\u062f\u0627\u0631<\/td>\n<td style=\"text-align: center;\">\u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a<\/td>\n<td style=\"text-align: center;\">\u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a<\/td>\n<td style=\"text-align: center;\">\u0628\u064a\u062a\u0627\u0628\u0627\u064a\u062a\/\u0625\u0643\u0633\u0627\u0628\u0627\u064a\u062a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0633\u0631\u0639\u0629<\/td>\n<td style=\"text-align: center;\">\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u062f\u0641\u0639\u0627\u062a<\/td>\n<td style=\"text-align: center;\">\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0627\u0644\u0642\u0631\u064a\u0628<\/td>\n<td style=\"text-align: center;\">\u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u0649<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0645\u062a\u0646\u0648\u0639<\/td>\n<td style=\"text-align: center;\">\u0645\u0646\u0638\u0645<\/td>\n<td style=\"text-align: center;\">\u0645\u0646\u0638\u0645 \u0648\u0634\u0628\u0647 \u0645\u0646\u0638\u0645<\/td>\n<td style=\"text-align: center;\">\u0645\u0646\u0638\u0645 \u0648\u0634\u0628\u0647 \u0645\u0646\u0638\u0645 \u0648\u063a\u064a\u0631 \u0645\u0646\u0638\u0645<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629<\/td>\n<td style=\"text-align: center;\">\u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629<\/td>\n<td style=\"text-align: center;\">\u062c\u0648\u062f\u0629 \u0645\u062a\u063a\u064a\u0631\u0629<\/td>\n<td style=\"text-align: center;\">\u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0641\u0648\u0636\u0648\u064a<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">\u0642\u064a\u0645\u0629<\/td>\n<td style=\"text-align: center;\">\u0628\u0627\u0631\u0650\u0632<\/td>\n<td style=\"text-align: center;\">\u0639\u0627\u0644\u064a<\/td>\n<td style=\"text-align: center;\">\u064a\u062d\u062a\u0645\u0644 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0641\u0644\u0643\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/h2>\n<p>\u064a\u062a\u0634\u0627\u0628\u0643 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0633\u064a\u0644\u0639\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI) \u0623\u062f\u0648\u0627\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629. \u0633\u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062d\u062c\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u0627\u0644\u0645\u0635\u062f\u0631. \u0642\u062f \u062a\u0648\u0641\u0631 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629 \u0623\u064a\u0636\u064b\u0627 \u062d\u0644\u0648\u0644\u0627\u064b \u0645\u062d\u062a\u0645\u0644\u0629 \u0644\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0637\u0631\u062d\u0647\u0627 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629.<\/p>\n<h2>\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/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 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629. \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0648\u0632\u064a\u0639 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629\u060c \u0648\u062a\u0648\u0641\u064a\u0631 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u064a\u0636\u064b\u0627 \u062a\u0633\u0647\u064a\u0644 \u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u064a\u0628 \u0644\u062c\u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0647\u0627\u0626\u0644\u0629.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0645\u0642\u0629 \u062d\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0645\u0641\u064a\u062f\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/www.datamation.com\/big-data\/extreme-data-definition.html\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/a> \u2013 \u062a\u0639\u0631\u064a\u0641 \u0648\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 Datamation.<\/li>\n<li><a href=\"https:\/\/www.informationweek.com\/big-data\/big-data-analytics\/the-future-of-extreme-data\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/a> \u2013 \u0645\u0642\u0627\u0644 \u0639\u0646 \u0623\u0633\u0628\u0648\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/li>\n<li><a href=\"https:\/\/www.technologyreview.com\/2012\/11\/27\/175883\/big-data-gets-bigger\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/a> \u2013 \u0645\u0642\u0627\u0644\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 MIT Technology Review.<\/li>\n<li><a href=\"https:\/\/www.researchgate.net\/publication\/340092577_Extreme_Data_and_Challenges\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/a> \u2013 \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u062a\u0646\u0627\u0642\u0634 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629.<\/li>\n<\/ol>","protected":false},"featured_media":468368,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477171","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Extreme Data: An Overview<\/mark>","faq_items":[{"question":"What is Extreme Data?","answer":"<p>Extreme data refers to vast and complex sets of data that challenge traditional data processing and analytics systems due to their size, growth rate, and diverse formats. This data is typically in the range of petabytes or exabytes, and includes structured, semi-structured, and unstructured data types.<\/p>"},{"question":"What is the historical origin of Extreme Data?","answer":"<p>The concept of extreme data has its roots in the evolution of big data in the early 21st century. As digitalization advanced and data generation increased rapidly, managing and analyzing these huge data sets with conventional database techniques became challenging. Around the mid-2010s, the term \"extreme data\" began to appear as data volumes grew exponentially due to the proliferation of IoT, social media, and digital commerce.<\/p>"},{"question":"How does Extreme Data work?","answer":"<p>Extreme data encompasses a vast array of data types and requires distributed systems and parallel processing techniques for effective management. Systems like Hadoop, Spark, and NoSQL databases break the data into smaller chunks, process them independently across multiple nodes, and then aggregate the results.<\/p>"},{"question":"What are the key features of Extreme Data?","answer":"<p>Extreme data is characterized by its massive scale, high velocity, variety of data types, often messy and unreliable nature, and the computational challenges it presents. Traditional data processing systems often struggle to handle these aspects of extreme data, necessitating innovative solutions.<\/p>"},{"question":"What types of Extreme Data exist?","answer":"<p>Extreme data can be categorized into structured data (like databases), semi-structured data (like XML files), and unstructured data (like text files, images, and videos).<\/p>"},{"question":"How is Extreme Data used, and what problems might arise?","answer":"<p>Extreme data is used across various fields, from scientific research to business, for gaining insights and making data-driven decisions. However, its management and analysis pose challenges like storage issues, processing bottlenecks, data quality concerns, and security risks. Distributed data storage, parallel processing, data cleaning techniques, and robust data security measures are some of the solutions to these problems.<\/p>"},{"question":"How does Extreme Data compare to Traditional and Big Data?","answer":"<p>Extreme data surpasses traditional and even big data in terms of volume (petabytes\/exabytes), velocity (real-time), variety (structured, semi-structured, and unstructured), and veracity (often messy). However, the potential value or actionable insights that can be derived from extreme data can be significantly higher.<\/p>"},{"question":"What future technologies are associated with Extreme Data?","answer":"<p>Machine learning, artificial intelligence (AI), edge computing, and quantum computing are expected to play crucial roles in managing and deriving value from extreme data in the future.<\/p>"},{"question":"How are proxy servers related to Extreme Data?","answer":"<p>Proxy servers can help distribute data processing tasks, handle data traffic efficiently, and provide an additional layer of security for extreme data. They can also aid in web scraping tasks to collect large volumes of data from the internet, contributing to the pool of extreme data.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477171","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\/477171\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468368"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}