{"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\/ir\/wiki\/tensorflow\/","title":{"rendered":"\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648"},"content":{"rendered":"<p>Tensorflow \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 (ML) \u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 Google Brain \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0635\u062d\u0628\u062a \u0627\u0632 \u0633\u0627\u062e\u062a \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u06cc\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0645\u062d\u0642\u0642\u0627\u0646\u060c \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. Tensorflow \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0633\u0627\u0632\u0646\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u0646\u062f \u0648 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>Tensorflow \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 Google Brain \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 ML \u0622\u0646\u0647\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062f\u0631 \u0633\u0627\u0644 2015 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u062f \u0648 \u062f\u0631 \u0627\u0648\u0627\u062e\u0631 \u0647\u0645\u0627\u0646 \u0633\u0627\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062a\u0646 \u0628\u0627\u0632 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0639\u0645\u0648\u0645\u06cc \u0627\u0632 Tensorflow \u062f\u0631 9 \u0646\u0648\u0627\u0645\u0628\u0631 2015\u060c \u0627\u0632 \u0637\u0631\u06cc\u0642 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u062c\u0641 \u062f\u06cc\u0646 \u0648 \u0631\u0627\u062c\u0627\u062a \u0645\u0648\u0646\u06af\u0627\u060c \u06a9\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0631\u0627 \u0628\u0647 \u062c\u0647\u0627\u0646 \u0627\u0639\u0644\u0627\u0645 \u06a9\u0631\u062f\u060c \u0631\u062e \u062f\u0627\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h2>\n<p>Tensorflow \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 ML \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0628\u0631 \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 CPU\u060c GPU \u0648 \u0634\u062a\u0627\u0628 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0645\u0627\u0646\u0646\u062f TPU (\u0648\u0627\u062d\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0646\u0633\u0648\u0631) \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u06a9 API \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0633\u0627\u062e\u062a\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc ML \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062d\u0627\u0644\u062a \u0627\u062c\u0631\u0627\u06cc \u0645\u0634\u062a\u0627\u0642 Tensorflow \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0641\u0648\u0631\u06cc \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u0631\u0627 \u062a\u0639\u0627\u0645\u0644\u06cc \u062a\u0631 \u0648 \u0634\u0647\u0648\u062f\u06cc \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0648 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646<\/h2>\n<p>\u0647\u0633\u062a\u0647 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u062f\u0631\u06af\u06cc\u0631 \u062f\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0646\u0645\u0648\u062f\u0627\u0631 \u0634\u0627\u0645\u0644 \u06af\u0631\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u0627\u0646\u0633\u0648\u0631\u0647\u0627 (\u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc) \u0648 \u06cc\u0627\u0644 \u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0647 Tensorflow \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u06cc\u0646\u0647 \u0648 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u062f.<\/p>\n<p>Tensorflow \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc ML \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0628\u062a\u062f\u0627\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python API \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0633\u067e\u0633\u060c \u0622\u0646\u0647\u0627 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0631\u0648\u0632 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Tensorflow<\/h2>\n<p>Tensorflow \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0622\u0646 \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 ML \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: Tensorflow \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u06af\u0641\u062a\u0627\u0631\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u0628\u0633\u0627\u0632\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0628\u062f\u0648\u0646 \u0632\u062d\u0645\u062a \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 GPU \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0645\u0642\u06cc\u0627\u0633 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>TensorBoard<\/strong>: Tensorflow TensorBoard \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u062a\u062c\u0633\u0645 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0646\u0638\u0627\u0631\u062a \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0631\u0648\u06cc\u0633 \u0645\u062f\u0644<\/strong>: Tensorflow \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/strong>: \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u06a9\u0646\u0646\u062f\u060c \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h2>\n<p>Tensorflow \u062f\u0631 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/td>\n<td>\u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u06cc Tensorflow \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 Tensorflow &quot;\u0648\u0627\u0646\u06cc\u0644\u06cc&quot; \u0646\u06cc\u0632 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u06cc\u06a9 \u067e\u0627\u06cc\u0647 \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>Tensorflow.js<\/td>\n<td>\u0646\u0633\u062e\u0647 \u0627\u06cc \u0627\u0632 Tensorflow \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc ML \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0631 \u0645\u0631\u0648\u0631\u06af\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0641\u0639\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>Tensorflow Lite<\/td>\n<td>Tensorflow Lite \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647 \u0648 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc ML \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u062f\u0648\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>Tensorflow Extended (TFX)<\/td>\n<td>\u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 ML \u062a\u0648\u0644\u06cc\u062f\u060c TFX \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc ML \u0631\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h2>\n<h3>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h3>\n<ol>\n<li>\n<p><strong>\u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644<\/strong>: Tensorflow \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u062e\u0648\u0631 \u0633\u0627\u062f\u0647 \u062a\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648\u06cc\u0698\u0646<\/strong>: \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0645\u0627\u0646\u0646\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)<\/strong>: Tensorflow \u0648\u0638\u0627\u06cc\u0641 NLP \u0645\u0627\u0646\u0646\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc<\/strong>: \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0632 Tensorflow \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0639\u0648\u0627\u0645\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h3>\n<ol>\n<li>\n<p><strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc<\/strong>: \u0627\u062c\u0631\u0627\u06cc Tensorflow \u0628\u0631 \u0631\u0648\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0634\u0648\u062f. \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0646\u0635\u0628 \u0635\u062d\u06cc\u062d \u062f\u0631\u0627\u06cc\u0648\u0631\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062e\u0635\u0648\u0635 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/strong>: \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 Tensorflow \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u200c\u0627\u0646\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0628\u0631\u0627\u0632\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0631\u0646\u062c \u0628\u0628\u0631\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0631\u0646\u062f \u0627\u0645\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0636\u0639\u06cc\u0641 \u0647\u0633\u062a\u0646\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0648 \u062a\u0648\u0642\u0641 \u0632\u0648\u062f\u0647\u0646\u06af\u0627\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0628\u0627\u0631\u0632\u0647 \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062a\u0646\u0627\u0633\u0628 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0646\u0627\u0628\u0639<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0647\u0631\u0633 \u0645\u062f\u0644 \u0648 \u06a9\u0648\u0627\u0646\u062a\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631<\/strong>: \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u06cc\u0646\u0647 \u0645\u062f\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Keras Tuner \u0648 TensorBoard \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/th>\n<th>PyTorch<\/th>\n<th>\u06a9\u0631\u0627\u0633<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Backends<\/td>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 TensorFlow \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 PyTorch \u0628\u0627\u0637\u0646<\/td>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 TensorFlow \u0648 Theano \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645<\/td>\n<td>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/td>\n<td>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u062f\u0631 \u062d\u0627\u0644 \u0631\u0634\u062f<\/td>\n<td>\u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0646\u062d\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/td>\n<td>\u0645\u0646\u062d\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0646\u062f\u062a\u0631<\/td>\n<td>\u0645\u0646\u062d\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0633\u0628\u062a\u0627 \u062f\u0648\u0633\u062a\u0627\u0646\u0647<\/td>\n<td>\u0645\u0646\u062d\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0633\u0628\u062a\u0627 \u062f\u0648\u0633\u062a\u0627\u0646\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062d\u0628\u0648\u0628\u06cc\u062a<\/td>\n<td>\u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u0628\u0648\u0628 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f<\/td>\n<td>\u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 \u0631\u0634\u062f \u062f\u0631 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a<\/td>\n<td>\u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f<\/td>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f<\/td>\n<td>\u0628\u0647\u0628\u0648\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631<\/td>\n<td>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0628\u0627\u0637\u0646 TensorFlow \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0627\u0633\u062a\u060c Tensorflow \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0627\u0648\u0645\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0642\u0648\u06cc \u062c\u0627\u0645\u0639\u0647 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0638\u0647\u0648\u0631\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u062f\u0631 \u062e\u0637 \u0645\u0642\u062f\u0645 \u0628\u0627\u0642\u06cc \u062e\u0648\u0627\u0647\u062f \u0645\u0627\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u06a9\u0627\u0631\u0622\u0645\u062f<\/strong>: \u062a\u0648\u0633\u0639\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0645\u06a9\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 (AutoML)<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc AutoML \u062f\u0631 Tensorflow\u060c \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644 \u0631\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u062f\u0631\u0627\u0644<\/strong>: \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u062f\u0631\u0627\u0644\u060c \u0627\u0645\u06a9\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0627 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062f\u063a\u0627\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc ML \u062f\u0631 \u062d\u0648\u0632\u0647 \u06a9\u0648\u0627\u0646\u062a\u0648\u0645\u06cc.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 Tensorflow \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 \u062a\u0633\u0647\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Tensorflow \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0646\u0627\u0634\u0646\u0627\u0633 \u06a9\u0631\u062f\u0646 \u0648 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062a\u0639\u062f\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0633\u0627\u062e\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 ML \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639<\/strong>: \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0622\u0645\u0648\u0632\u0634\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0628\u06cc\u0646 \u0686\u0646\u062f\u06cc\u0646 \u06af\u0631\u0647 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0648\u0642\u0639\u06cc\u062a \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0648 \u062a\u062d\u0648\u06cc\u0644 \u0645\u062d\u062a\u0648\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc Tensorflow \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0648\u0642\u0639\u06cc\u062a \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0622\u0646\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0627 \u0639\u0645\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0627\u0633\u0637\u0647 \u0628\u06cc\u0646 \u06a9\u0644\u0627\u06cc\u0646\u062a \u0647\u0627 \u0648 \u0633\u0631\u0648\u0631 Tensorflow\u060c \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0645\u062d\u0627\u0641\u0638\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0636\u0627\u0641\u06cc \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f Tensorflow\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/tensorflow\/tensorflow\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 Tensorflow GitHub<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/js\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0633\u0646\u0627\u062f Tensorflow.js<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/lite\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a Tensorflow Lite<\/a><\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/tfx\" target=\"_new\" rel=\"noopener nofollow\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc Tensorflow Extended (TFX).<\/a><\/li>\n<\/ul>\n<p>\u0628\u0627 \u0627\u062f\u0627\u0645\u0647 \u062a\u06a9\u0627\u0645\u0644 Tensorflow \u0648 \u0634\u06a9\u0644 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631\u06af\u06cc\u0631 \u0627\u0633\u062a\u060c \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u062f.<\/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\/ir\/wp-json\/wp\/v2\/wiki\/479276","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\/479276\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/470663"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}