{"id":479276,"date":"2023-08-09T10:32:55","date_gmt":"2023-08-09T10:32:55","guid":{"rendered":""},"modified":"2023-09-05T11:18:30","modified_gmt":"2023-09-05T11:18:30","slug":"tensorflow","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/tensorflow\/","title":{"rendered":"Tensorflow"},"content":{"rendered":"<p>Tensorflow \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 (ML) \u0634\u0627\u0626\u0639 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 \u0641\u0631\u064a\u0642 Google Brain. \u0644\u0642\u062f \u0623\u0635\u0628\u062d \u0623\u062d\u062f \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 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\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>TensorBoard<\/strong>: \u064a\u0648\u0641\u0631 Tensorflow TensorBoard\u060c \u0648\u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u062a\u0635\u0648\u0631 \u0642\u0648\u064a\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u062f\u0645\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u064a\u0648\u0641\u0631 Tensorflow \u0623\u062f\u0648\u0627\u062a \u0644\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c ML \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u062f\u0639\u0645 \u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0645\u0646 \u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u062c\u062f\u064a\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 Tensorflow<\/h2>\n<p>\u064a\u062a\u0648\u0641\u0631 Tensorflow \u0641\u064a \u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Tensorflow<\/td>\n<td>\u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0623\u0635\u0644\u064a \u0645\u0646 Tensorflow\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 Tensorflow &quot;\u0627\u0644\u0641\u0627\u0646\u064a\u0644\u064a\u0627&quot;. \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0623\u0633\u0627\u0633\u064b\u0627 \u0642\u0648\u064a\u064b\u0627 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629.<\/td>\n<\/tr>\n<tr>\n<td>Tensorflow.js<\/td>\n<td>\u0646\u0633\u062e\u0629 \u0645\u0646 Tensorflow \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0635\u0641\u062d. \u0641\u0647\u0648 \u064a\u062a\u064a\u062d \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062a\u0635\u0641\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 JavaScript.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0644\u0627\u064a\u062a<\/td>\n<td>\u064a\u0648\u0641\u0631 Tensorflow Lite\u060c \u0627\u0644\u0645\u064f\u062d\u0633\u0651\u0646 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0648\u0627\u0644\u0645\u062f\u0645\u062c\u0629\u060c \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u064b\u0627 \u0623\u0633\u0631\u0639 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632 \u0628\u0645\u0648\u0627\u0631\u062f \u0645\u062d\u062f\u0648\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>Tensorflow \u0627\u0644\u0645\u0648\u0633\u0639\u0629 (TFX)<\/td>\n<td>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u062a\u0639\u0645\u0644 TFX \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tensorflow \u0648\u0645\u0634\u0627\u0643\u0644\u0647 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<h3>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tensorflow<\/h3>\n<ol>\n<li>\n<p><strong>\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c<\/strong>: \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tensorflow \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u062a\u0635\u0645\u064a\u0645 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0648\u062d\u062a\u0649 \u0628\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631<\/strong>: \u064a\u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0645\u0647\u0627\u0645 \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c Tensorflow.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/strong>: \u064a\u0633\u0647\u0644 Tensorflow \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0635 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 Tensorflow \u0644\u0628\u0646\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0639\u0644\u0645\u0648\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0628\u064a\u0626\u062a\u0647\u0645.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tensorflow<\/h3>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0623\u062c\u0647\u0632\u0629<\/strong>: \u0642\u062f \u064a\u0624\u062f\u064a \u062a\u0634\u063a\u064a\u0644 Tensorflow \u0639\u0644\u0649 \u062a\u0643\u0648\u064a\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0625\u0644\u0649 \u0645\u0634\u0643\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0648\u0627\u0641\u0642. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0636\u0645\u0627\u0646 \u062a\u062b\u0628\u064a\u062a\u0627\u062a \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0625\u0644\u0649 \u062a\u062e\u0641\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u0642\u062f \u062a\u0639\u0627\u0646\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tensorflow \u0645\u0646 \u0627\u0644\u062a\u062c\u0627\u0648\u0632\u060c \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0623\u062f\u0627\u0624\u0647\u0627 \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0644\u0643\u0646 \u0628\u0634\u0643\u0644 \u0633\u064a\u0626 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0648\u0627\u0644\u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0645\u0628\u0643\u0631 \u0641\u064a \u0645\u0643\u0627\u0641\u062d\u0629 \u0627\u0644\u062a\u062c\u0627\u0648\u0632.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u064a\u0648\u062f \u0627\u0644\u0645\u0635\u0627\u062f\u0631<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u0642\u0644\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0643\u0645\u064a\u0645\u0647\u0627 \u0623\u0646 \u062a\u0642\u0644\u0644 \u0645\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/strong>: \u064a\u0639\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u0645\u0643\u0646 \u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Keras Tuner \u0648TensorBoard \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u0634\u0639\u0628\u064a\u0629.<\/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<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0629 \u0645\u0645\u064a\u0632\u0629<\/th>\n<th>Tensorflow<\/th>\n<th>\u0628\u0627\u064a \u062a\u0648\u0631\u0634<\/th>\n<th>\u0643\u064a\u0631\u0627\u0633<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629<\/td>\n<td>\u064a\u062f\u0639\u0645 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 TensorFlow<\/td>\n<td>\u064a\u062f\u0639\u0645 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0644\u0640 PyTorch<\/td>\n<td>\u064a\u062f\u0639\u0645 \u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0644\u0640 TensorFlow \u0648Theano<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u062c\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a<\/td>\n<td>\u0646\u0638\u0627\u0645 \u0628\u064a\u0626\u064a \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a<\/td>\n<td>\u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0645\u062a\u0646\u0627\u0645\u064a<\/td>\n<td>\u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a TensorFlow<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645<\/td>\n<td>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0623\u0643\u062b\u0631 \u062d\u062f\u0629<\/td>\n<td>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u062f\u064a\u0629 \u0646\u0633\u0628\u064a\u0627<\/td>\n<td>\u0645\u0646\u062d\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u062f\u064a\u0629 \u0646\u0633\u0628\u064a\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0639\u0628\u064a\u0629<\/td>\n<td>\u062a\u062d\u0638\u0649 \u0628\u0634\u0639\u0628\u064a\u0629 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\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\u0640 Tensorflow<\/h2>\n<p>\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0638\u0644 Tensorflow \u0641\u064a \u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0628\u0633\u0628\u0628 \u062a\u0637\u0648\u0631\u0647 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0642\u0648\u064a\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0627\u0634\u0626\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640 Tensorflow \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629<\/strong>: \u062a\u0637\u0648\u064a\u0631 \u0628\u0646\u064a\u0627\u062a \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a (AutoML)<\/strong>: \u062f\u0645\u062c \u062a\u0642\u0646\u064a\u0627\u062a AutoML \u0641\u064a Tensorflow\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0623\u062a\u0645\u062a\u0629 \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u062a\u062d\u0627\u062f\u064a<\/strong>: \u062f\u0639\u0645 \u0645\u062d\u0633\u0651\u0646 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0648\u062d\u062f\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629<\/strong>: \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u0637\u0631 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0643\u0645\u064a.<\/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\u0640 Tensorflow<\/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\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u062a\u0633\u0647\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Tensorflow \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \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 \u0644\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062c\u0645\u064a\u0639\u0647\u0627 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0645\u0641\u064a\u062f \u0639\u0646\u062f \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f<\/strong>: \u0641\u064a \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u0632\u0639\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u0628\u064a\u0646 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u062d\u0645\u0644 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0648\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0646\u0645\u0627\u0630\u062c Tensorflow \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u064a\u0646 \u0628\u0643\u0641\u0627\u0621\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0648\u0642\u0639\u0647\u0645 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u062a\u0636\u064a\u0641 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0637\u0628\u0642\u0629 \u0625\u0636\u0627\u0641\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062e\u0627\u062f\u0645 Tensorflow\u060c \u0645\u0645\u0627 \u064a\u062d\u0645\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/p>\n<\/li>\n<\/ol>\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 \u062d\u0648\u0644 Tensorflow\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0640 Tensorflow<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/tensorflow\/tensorflow\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0648\u062f\u0639 Tensorflow \u062c\u064a\u062b\u0628<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/js\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 Tensorflow.js<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/lite\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 Tensorflow \u0644\u0627\u064a\u062a<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/tfx\" target=\"_new\" rel=\"noopener nofollow\">\u062f\u0644\u064a\u0644 Tensorflow \u0627\u0644\u0645\u0645\u062a\u062f (TFX).<\/a><\/li>\n<\/ul>\n<p>\u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 Tensorflow \u0641\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0648\u062a\u0634\u0643\u064a\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0641\u0625\u0646\u0647 \u064a\u0638\u0644 \u0623\u062f\u0627\u0629 \u0644\u0627 \u062a\u0642\u062f\u0631 \u0628\u062b\u0645\u0646 \u0644\u0623\u064a \u0634\u062e\u0635 \u0645\u0634\u0627\u0631\u0643 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062b\u064a\u0631.<\/p>","protected":false},"featured_media":470663,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479276","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Tensorflow: Empowering the Future of Machine Learning<\/mark>","faq_items":[{"question":"What is Tensorflow?","answer":"<p>Tensorflow is a popular open-source machine learning framework developed by the Google Brain team. It enables users to build and train neural networks for various tasks, making it a go-to choice for AI development.<\/p>"},{"question":"When and how was Tensorflow first introduced?","answer":"<p>Tensorflow was first introduced by Google Brain as an internal project. It was released to the public as an open-source framework in 2015, with the first mention made through a blog post by Jeff Dean and Rajat Monga.<\/p>"},{"question":"How does Tensorflow work?","answer":"<p>At the core of Tensorflow is its computational graph, which represents the mathematical operations involved in the ML model. Users define the graph using the Python API and execute it in a session to train and update model parameters.<\/p>"},{"question":"What are the key features of Tensorflow?","answer":"<p>Tensorflow boasts features like flexibility, scalability, TensorBoard for visualization, and support for transfer learning. Its high-level Python API simplifies the model development process.<\/p>"},{"question":"What types of Tensorflow versions are available?","answer":"<p>Tensorflow exists in various versions, including the original Tensorflow, Tensorflow.js for browser-based applications, Tensorflow Lite for mobile and embedded devices, and Tensorflow Extended (TFX) for production ML pipelines.<\/p>"},{"question":"How can I use Tensorflow?","answer":"<p>Tensorflow has a wide range of applications, from model development and computer vision tasks to natural language processing and reinforcement learning.<\/p>"},{"question":"What are the common problems related to Tensorflow use?","answer":"<p>Users may encounter hardware compatibility issues, overfitting, resource constraints, and challenges with hyperparameter tuning. Solutions include driver installations, regularization techniques, model pruning, and automated hyperparameter search.<\/p>"},{"question":"How does Tensorflow compare to other frameworks like PyTorch and Keras?","answer":"<p>Tensorflow and PyTorch both have strong support for production deployment, but Tensorflow has a larger ecosystem. Keras, on the other hand, is part of the Tensorflow ecosystem and is popular for rapid prototyping.<\/p>"},{"question":"What does the future hold for Tensorflow?","answer":"<p>The future of Tensorflow looks promising, with advancements in efficient model architectures, AutoML integration, federated learning support, and exploration of ML applications in quantum computing.<\/p>"},{"question":"How can proxy servers be used with Tensorflow?","answer":"<p>Proxy servers can facilitate data collection, resource management in distributed setups, geolocation, content delivery, and data security in Tensorflow applications. They play a crucial role in enhancing the overall Tensorflow experience.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479276","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\/479276\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470663"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}