{"id":5948,"date":"2025-03-06T14:12:38","date_gmt":"2025-03-06T10:42:38","guid":{"rendered":"https:\/\/zaminhost.com\/blog\/?p=5948"},"modified":"2025-03-06T14:12:39","modified_gmt":"2025-03-06T10:42:39","slug":"tensorflow","status":"publish","type":"post","link":"https:\/\/zaminhost.com\/blog\/tensorflow\/","title":{"rendered":"\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 (Tensorflow) \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f"},"content":{"rendered":"\n

\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0633\u0631\u0639\u062a\u06cc \u0633\u0631\u0633\u0627\u0645 \u200c\u0622\u0648\u0631 \u062f\u0631 \u062d\u0627\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0633\u062a\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/strong> (Deep Learning) \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c \u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0645\u0627 \u067e\u0634\u062a \u0635\u062d\u0646\u0647 \u0627\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u200c\u0647\u0627\u06cc \u0634\u06af\u0641\u062a \u200c\u0627\u0646\u06af\u06cc\u0632\u060c \u0686\u0627\u0631\u0686\u0648\u0628\u200c \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 (Tensorflow)<\/strong> \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647\u060c \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c \u062f\u0647\u0646\u062f \u062a\u0627 \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0627 \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u0628\u0633\u0627\u0632\u0646\u062f. \u0627\u0645\u0627 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u062f\u0642\u06cc\u0642\u0627 \u0686\u06cc\u0633\u062a\u061f \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0627 \u062f\u0631 \u0633\u0627\u062e\u062a \u0645\u0627\u0634\u06cc\u0646\u200c \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u062d\u062a\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u061f \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0645\u062d\u0628\u0648\u0628 \u0686\u06af\u0648\u0646\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0686\u0631\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0645\u06cc\u200c \u062a\u0648\u0627\u0646\u062f \u0645\u0633\u06cc\u0631 \u062d\u0631\u0641\u0647 \u200c\u0627\u06cc \u0634\u0645\u0627 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u062f\u060c \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647\u06cc\u062f.<\/p>\n\n\n\n\n\n

\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/h2>\n\n\n\n

Tensorflow<\/strong> \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0645\u062a\u0646 \u200c\u0628\u0627\u0632 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06af\u0648\u06af\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u0645\u0627 \u0627\u0631\u062a\u0628\u0627\u0637 \u0622\u0646 \u0628\u0627 \u0645\u0642\u0648\u0644\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u06cc\u0633\u062a<\/a>\u061f<\/strong> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0627\u062e\u0647\u200c\u0627\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u200c\u062f\u0647\u062f \u0628\u062f\u0648\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u200c\u0631\u06cc\u0632\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645\u060c \u0627\u0632 \u062f\u0627\u062f\u0647\u200c \u0647\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f \u0648 \u0627\u0644\u06af\u0648\u0647\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f. TensorFlow \u062f\u0642\u06cc\u0642\u0627\u064b \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0645\u062f\u0644 \u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f.<\/p>\n\n\n\n

\u062a\u0646\u0633\u0648\u0631 \u0641\u0644\u0648 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0627\u0646\u0633\u0648\u0631\u06cc<\/a><\/strong> \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u062a\u0646\u0633\u0648\u0631\u0647\u0627<\/strong> \u0628\u0647\u200c \u0639\u0646\u0648\u0627\u0646 \u0622\u0631\u0627\u06cc\u0647 \u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc\u060c \u062f\u0627\u062f\u0647\u200c \u0647\u0627 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0627\u0632 \u06af\u0631\u0627\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u06af\u0631\u0647 \u06cc\u06a9 \u0639\u0645\u0644\u06cc\u0627\u062a \u062e\u0627\u0635 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0648 \u062f\u0627\u062f\u0647\u200c \u0647\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062a\u0646\u0633\u0648\u0631\u0647\u0627 \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u06af\u0631\u0647\u200c \u0647\u0627 \u062c\u0631\u06cc\u0627\u0646 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634\u060c TensorFlow\u00a0\u0627\u0632 \u0633\u062e\u062a \u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0645\u0627\u0646\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u200c\u0647\u0627\u06cc \u0645\u0631\u06a9\u0632\u06cc (CPU)\u060c \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc (GPU) \u0648 \u062d\u062a\u06cc \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/a><\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u0627\u0628\u0644\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc\u060c \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0628\u0647 \u200c\u0637\u0648\u0631 \u0642\u0627\u0628\u0644\u200c \u062a\u0648\u062c\u0647\u06cc \u0633\u0631\u06cc\u0639 \u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n

TensorFlow \u062f\u0627\u0631\u0627\u06cc \u062f\u0648 \u0631\u0648\u0634 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632: \u062d\u0627\u0644\u062a \u06af\u0631\u0627\u0641 \u0627\u06cc\u0633\u062a\u0627 (Graph Mode)<\/strong> \u06a9\u0647 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627 \u062f\u0627\u0631\u062f \u0648 \u062d\u0627\u0644\u062a \u0627\u062c\u0631\u0627\u06cc \u067e\u0648\u06cc\u0627 (Eager Execution)<\/strong> \u06a9\u0647 \u0627\u0646\u0639\u0637\u0627\u0641 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u062f\u06cc\u0628\u0627\u06af\u06cc\u0646\u06af \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u200c\u0647\u0627 \u0631\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u060c \u0645\u0648\u0628\u0627\u06cc\u0644 \u0648 \u062d\u062a\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c \u0647\u0627\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627 <\/a><\/strong>\u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0645\u0632\u0627\u06cc\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h2>\n\n\n
\n
\"Tensorflow\"<\/figure>\n<\/div>\n\n\n

TensorFlow \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0642\u062f\u0631\u062a\u060c \u0627\u0646\u0639\u0637\u0627\u0641 \u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c \u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627\u060c \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u200c\u062a\u0631\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c \u0648\u0631\u06a9 \u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0647\u0645 \u200c\u062a\u0631\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n

\u0645\u0632\u0627\u06cc\u0627\u06cc\u00a0TensorFlow<\/strong><\/h2>\n\n\n\n

\u0645\u0647\u0645 \u062a\u0631\u06cc\u0646 \u0645\u0632\u0627\u06cc\u0627\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0647\u0633\u062a\u0646\u062f:<\/p>\n\n\n\n

1.\u00a0\u0645\u062a\u0646 \u200c\u0628\u0627\u0632 \u0648 \u0631\u0627\u06cc\u06af\u0627\u0646<\/strong><\/h3>\n\n\n\n

\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f\u06cc\u0645\u060c TensorFlow \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0645\u062a\u0646 \u200c\u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647\u200c \u0635\u0648\u0631\u062a \u0631\u0627\u06cc\u06af\u0627\u0646 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u062a\u0648\u0633\u0639\u0647\u200c \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062c\u0627\u0645\u0639\u0647 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c \u0646\u0648\u06cc\u0633\u0627\u0646 \u0648 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u0628\u0647\u0628\u0648\u062f \u0622\u0646 \u0646\u0642\u0634 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0648 \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0645\u0648\u062c\u0648\u062f \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n

2.\u00a0\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u200c\u0634\u062f\u0647<\/strong><\/h3>\n\n\n\n

TensorFlow \u0627\u0645\u06a9\u0627\u0646 \u062a\u0648\u0632\u06cc\u0639 \u0628\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0628\u06cc\u0646 \u0686\u0646\u062f\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 (CPU\u060c GPU\u00a0\u0648 TPU) \u0648 \u062d\u062a\u06cc \u0628\u06cc\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0631\u0648\u0631 \u0631\u0627 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u06cc \u200c\u0634\u0648\u062f.<\/p>\n\n\n\n

3. \u0627\u0646\u0639\u0637\u0627\u0641 \u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627<\/strong><\/h3>\n\n\n\n

\u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c \u062f\u0647\u062f \u062a\u0627 \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u062a\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u0646\u062f. TensorFlow \u0647\u0645 \u0627\u0632 \u062d\u0627\u0644\u062a \u06af\u0631\u0627\u0641 \u0627\u06cc\u0633\u062a\u0627<\/strong> \u0648 \u0647\u0645 \u062d\u0627\u0644\u062a \u0627\u062c\u0631\u0627\u06cc \u067e\u0648\u06cc\u0627<\/strong> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647\u200c \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0631\u0648\u0634\u200c \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc\u200c \u062f\u0647\u062f.<\/p>\n\n\n\n

4.\u00a0\u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/strong><\/h3>\n\n\n\n

\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0628\u0632\u0631\u06af TensorFlow \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u060c \u0645\u0648\u0628\u0627\u06cc\u0644\u060c \u0648\u0628 \u0648 \u062d\u062a\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c \u0647\u0627\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627 (IoT) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u062a\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n

5. \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/strong><\/h3>\n\n\n\n

TensorFlow \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0627 \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u0632 \u0632\u0628\u0627\u0646\u200c \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f \u062c\u0627\u0648\u0627\u060c ++C \u0648 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc \u200c\u0634\u0648\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0628\u0627 \u0632\u0628\u0627\u0646 \u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u00a0TensorFlow<\/strong><\/h2>\n\n\n\n

\u0627\u0632 \u062c\u0645\u0644\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u0647\u0645 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n

1. \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/strong><\/h3>\n\n\n\n

TensorFlow \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u060c \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u062a\u062d\u0644\u06cc\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc \u0648 \u062f\u0633\u062a\u0647 \u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u200c\u0631\u0648\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c \u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u06cc\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0647\u0648\u0627\u06cc\u06cc\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c \u0648\u0631\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

2.\u00a0\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)<\/strong><\/h3>\n\n\n\n

\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645 \u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc TensorFlow \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/strong> (NLP) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a\u060c \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062a\u0648\u0646 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u200c\u0631\u0648\u062f.<\/p>\n\n\n\n

3. \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a<\/strong><\/h3>\n\n\n\n

TensorFlow \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645 \u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0645\u0627\u0646\u0646\u062f \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0647\u0645\u0686\u0648\u0646 (Google Assistant) \u0648 (Siri) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c \u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06af\u0641\u062a\u0627\u0631 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u200c\u0631\u0648\u062f.<\/p>\n\n\n\n

4. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646<\/strong><\/h3>\n\n\n\n

\u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646 \u0627\u0632 \u0645\u062f\u0644 \u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0645\u062d\u06cc\u0637 \u0627\u0637\u0631\u0627\u0641 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. TensorFlow \u0628\u0647 \u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc\u060c \u0633\u0646\u0633\u0648\u0631\u0647\u0627 \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c \u06af\u06cc\u0631\u06cc \u062f\u0631 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u200c\u0634\u0648\u062f.<\/p>\n\n\n\n

5. \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0633\u0627\u06cc\u0628\u0631\u06cc<\/strong><\/h3>\n\n\n\n

\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0631\u06a9\u062a \u200c\u0647\u0627 \u0627\u0632 TensorFlow \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u200c\u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u062f\u0631 \u062a\u0631\u0627\u06a9\u0646\u0634\u200c \u0647\u0627\u06cc \u0645\u0627\u0644\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c \u0647\u0627\u06cc \u0628\u0627\u0646\u06a9\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0627\u0645\u0646\u06cc\u062a \u0633\u0627\u06cc\u0628\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

6. \u0628\u0647\u06cc\u0646\u0647\u200c \u0633\u0627\u0632\u06cc \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648 \u0648 \u0633\u06cc\u0633\u062a\u0645 \u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c \u06af\u0631<\/strong><\/h3>\n\n\n\n

\u0633\u06cc\u0633\u062a\u0645\u200c \u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u062d\u0635\u0648\u0644 \u062f\u0631 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u200c\u0647\u0627\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0627\u0632\u0648\u0646 \u0648 \u0646\u062a\u0641\u0644\u06cc\u06a9\u0633 \u0627\u0632 \u0645\u062f\u0644 \u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/strong> \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 TensorFlow \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0634\u062e\u0635\u06cc\u200c \u0633\u0627\u0632\u06cc \u200c\u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

7. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0639\u0644\u0645\u06cc \u0648 \u067e\u0632\u0634\u06a9\u06cc<\/strong><\/h3>\n\n\n\n

\u062f\u0631 \u0639\u0644\u0648\u0645 \u067e\u0632\u0634\u06a9\u06cc\u060c TensorFlow\u00a0\u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u200c\u0647\u0627 \u0627\u0632 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0698\u0646\u062a\u06cc\u06a9\u06cc \u0648 \u067e\u06cc\u0634 \u200c\u0628\u06cc\u0646\u06cc \u0628\u06cc\u0645\u0627\u0631\u06cc \u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c \u0648\u0631\u06a9 \u0628\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u200c\u0647\u0627\u06cc \u0628\u06cc\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

8. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong><\/h3>\n\n\n\n

TensorFlow \u0628\u0647\u200c \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong> \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c \u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0648\u0632\u06cc\u0639 \u200c\u0634\u062f\u0647\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n

TensorFlow \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0642\u062f\u0631\u062a\u060c \u0633\u0631\u0639\u062a \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c \u0648\u0631\u06a9 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06cc\u0641\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u06af\u0633\u062a\u0631\u0634 \u0648 \u0628\u0647\u0628\u0648\u062f \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0645\u0642\u062f\u0645\u0627\u062a \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648<\/h2>\n\n\n
\n
\"\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648\"<\/figure>\n<\/div>\n\n\n

\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TensorFlow<\/strong>\u00a0\u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u062f\u0645\u0627\u062a\u00a0TensorFlow\u060c \u0646\u062d\u0648\u0647 \u0646\u0635\u0628\u060c \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0635\u0644\u06cc \u0648 \u0646\u062d\u0648\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644\u200c \u0647\u0627 \u0645\u06cc \u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n\n\n\n

\u0646\u0635\u0628 TensorFlow<\/strong><\/h3>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0628\u0627\u00a0TensorFlow\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u062e\u0648\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0627\u0632 \u0637\u0631\u06cc\u0642Pip<\/strong> \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0642\u0627\u0628\u0644 \u0646\u0635\u0628 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647\u060c \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u06cc\u0627 \u0645\u062d\u06cc\u0637 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n

pip install tensorflow<\/code><\/pre>\n\n\n\n
\u0627\u06af\u0631 \u0628\u0647 \u0646\u0633\u062e\u0647 \u200c\u0627\u06cc \u062e\u0627\u0635 \u0627\u0632 TensorFlow \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u06cc \u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u0645\u0627\u0631\u0647 \u0646\u0633\u062e\u0647 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n
pip install tensorflow==2.9.0<\/code><\/pre>\n\n\n\n
\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0646\u0633\u062e\u0647<\/strong> GPU TensorFlow<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u200c\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062f\u0631\u0627\u06cc\u0648\u0631\u0647\u0627\u06cc NVIDIA CUDA \u0648 cuDNN \u0627\u0633\u062a.<\/p>\n\n\n\n
\u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644\u06cc\u00a0TensorFlow<\/strong><\/h3>\n\n\n\n
TensorFlow \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0686\u0646\u062f \u0645\u0641\u0647\u0648\u0645 \u0627\u0633\u0627\u0633\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631\u06a9 \u0622\u0646 \u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n
1. \u062a\u0646\u0633\u0648\u0631\u00a0(Tensor)<\/strong><\/p>\n\n\n\n
\u062a\u0646\u0633\u0648\u0631\u0647\u0627\u060c \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c \u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c \u0647\u0627 \u0631\u0627 \u062f\u0631 TensorFlow \u0630\u062e\u06cc\u0631\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0622\u0646\u200c \u0647\u0627 \u0645\u0634\u0627\u0628\u0647 \u0622\u0631\u0627\u06cc\u0647\u200c \u0647\u0627\u06cc NumPy \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062c\u0631\u0627 \u0631\u0648\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c \u0647\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f GPU<\/strong>\u00a0\u0648 TPU<\/strong>\u00a0\u0631\u0627 \u062f\u0627\u0631\u0646\u062f.<\/p>\n\n\n\n
2.\u06af\u0631\u0627\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong> (Computational Graph)<\/strong><\/p>\n\n\n\n
TensorFlow \u0627\u0632 \u06af\u0631\u0627\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u06af\u0631\u0627\u0641\u060c \u0647\u0631 \u06af\u0631\u0647 (Node) \u0646\u0634\u0627\u0646 \u200c\u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0627\u0633\u062a \u0648 \u06cc\u0627\u0644 \u200c\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646 \u0622\u0646 \u200c\u0647\u0627\u060c \u062f\u0627\u062f\u0647\u200c \u0647\u0627 \u0631\u0627 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n
3. \u062c\u0644\u0633\u0627\u062a<\/strong> (Sessions) \u2013 <\/strong>\u062f\u0631 \u0646\u0633\u062e\u0647\u200c \u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc<\/strong><\/p>\n\n\n\n
\u062f\u0631 \u0646\u0633\u062e\u0647 \u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647\u00a0TensorFlow\u060c \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u0627\u0632 Session <\/strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u200c\u0634\u062f. \u0627\u0645\u0627 \u062f\u0631 \u0646\u0633\u062e\u0647 \u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u062a\u0631 (TensorFlow 2.x)\u060c \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062d\u0630\u0641 \u0634\u062f\u0647 \u0648 \u0627\u0632 \u0627Eager Execution<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c \u0634\u0648\u062f.<\/p>\n\n\n\n
\u0633\u0627\u062e\u062a \u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644 \u062f\u0631<\/strong> TensorFlow<\/strong><\/h3>\n\n\n\n
\u062f\u0631\u00a0TensorFlow\u060c \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0647 \u0646\u0627\u0645 Keras<\/strong>\u00a0\u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u200c\u0634\u0648\u0646\u062f. \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u200c\u062f\u0647\u062f:<\/p>\n\n\n\n
import tensorflow as tf\nfrom tensorflow import keras\n\n# \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0633\u0627\u062f\u0647 \u0628\u0627 \u0633\u0647 \u0644\u0627\u06cc\u0647\nmodel = keras.Sequential([\n    keras.layers.Dense(64, activation='relu', input_shape=(10,)),  \n    keras.layers.Dense(32, activation='relu'),\n    keras.layers.Dense(1, activation='sigmoid')\n])\n\n# \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u06a9\u0631\u062f\u0646 \u0645\u062f\u0644\nmodel.compile(optimizer='adam',loss='binary_crossentropy', metrics=['accuracy'])\n\n# \u0646\u0645\u0627\u06cc\u0634 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644\nmodel.summary()<\/code><\/pre>\n\n\n\n
\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u062f\u0644 \u062f\u0627\u0631\u0627\u06cc \u0633\u0647 \u0644\u0627\u06cc\u0647 Dense<\/strong>\u00a0\u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0644\u0627\u06cc\u0647 \u0648\u0631\u0648\u062f\u06cc<\/strong> \u0634\u0627\u0645\u0644 10 \u0648\u06cc\u0698\u06af\u06cc\u060c \u062f\u0648 \u0644\u0627\u06cc\u0647 \u0645\u062e\u0641\u06cc<\/strong> \u0648 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u062e\u0631\u0648\u062c\u06cc<\/strong> \u0628\u0627 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u200c\u0633\u0627\u0632\u06cc sigmoid<\/strong>\u00a0\u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n
\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u062f\u0631\u00a0TensorFlow<\/strong><\/h3>\n\n\n\n
\u067e\u0633 \u0627\u0632 \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644\u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u200c\u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062a\u062f fit()<\/code> \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u200c\u0634\u0648\u062f:<\/p>\n\n\n\n
# \u062f\u0627\u062f\u0647\u200c \u0647\u0627\u06cc \u0641\u0631\u0636\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc\nimport numpy as np\n\nX_train = np.random.rand(1000, 10)\ny_train = np.random.randint(0, 2, size=(1000,))\n\n# \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\nmodel.fit(X_train, y_train, epochs=10, batch_size=32)<\/code><\/pre>\n\n\n\n
\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627\u060c \u0645\u062f\u0644 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc X_train<\/code> \u0648 \u062e\u0631\u0648\u062c\u06cc y_train<\/code> \u0628\u0647 \u0645\u062f\u062a 10 \u062f\u0648\u0631\u0647 (epochs) \u0648 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647\u200c \u0647\u0627\u06cc 32 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u200c\u0634\u0648\u062f.<\/p>\n\n\n\n
\u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627 \u062f\u0631\u00a0TensorFlow<\/strong><\/h3>\n\n\n\n
\u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u0645\u06cc\u200c \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f:<\/p>\n\n\n\n
# \u0630\u062e\u06cc\u0631\u0647 \u0645\u062f\u0644\nmodel.save('my_model.h5')\n\n# \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644\nloaded_model = keras.models.load_model('my_model.h5')<\/code><\/pre>\n\n\n\n
\u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0647 \u0634\u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u200c\u062f\u0647\u062f \u062a\u0627 \u0645\u062f\u0644 \u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u200c\u062f\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n
\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0648 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/h2>\n\n\n\n
TensorFlow<\/strong> \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc (GPU)<\/strong>\u060c \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639 \u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0627 \u0647\u0632\u0627\u0631\u0627\u0646 \u0647\u0633\u062a\u0647 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc\u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0646\u06af\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0636\u0631\u0628 \u0645\u0627\u062a\u0631\u06cc\u0633 \u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u200c\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc<\/strong> \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u200c\u062f\u0647\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u200c\u06a9\u0647 CPU<\/strong> \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0627\u0644\u06cc \u062f\u0627\u0631\u062f. TensorFlow \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u200c\u0647\u0627\u06cc CUDA<\/strong> \u0648 cuDNN<\/strong>\u00a0\u0634\u0631\u06a9\u062a NVIDIA<\/strong>\u00a0\u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c \u0633\u0627\u0632\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u062f\u0631 \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0646\u0648\u06cc\u062f\u06cc\u0627 A100 \u062a\u0627 50 \u062f\u0631\u0635\u062f \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062f\u0631 \u0628\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u062f\u0631\u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u0628\u0627\u0632\u06cc \u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0628\u0627 \u0646\u0635\u0628 \u0646\u0633\u062e\u0647 GPU TensorFlow<\/strong>\u060c \u0645\u06cc\u200c \u062a\u0648\u0627\u0646 \u0627\u0632 \u0642\u062f\u0631\u062a \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062f\u0644 \u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647\u0631\u0647 \u0628\u0631\u062f.<\/p>\n\n\n\n
\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0627 \u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0627\u0632 \u0632\u0645\u06cc\u0646 \u0647\u0627\u0633\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0635\u0631\u0641 \u0631\u0648\u0632\u0647\u0627 \u0648 \u0645\u0627\u0647\u200c\u0647\u0627 \u062f\u0631 \u0639\u0631\u0636 \u0686\u0646\u062f \u0633\u0627\u0639\u062a \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f. <\/p>\n\n\n\n
\n
<\/div>\n\n\n\n
\u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/strong><\/h2>\n\n\n\n
<\/div>\n\n\n\n
\u0633\u0631\u0648\u0631 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc <\/strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f.

\u0628\u0627 \u0633\u0631\u0648\u0631 \u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0627\u0644\u0627 \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n
\n
\u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/a><\/div>\n<\/div>\n\n\n\n
<\/div>\n<\/div><\/div>\n\n\n\n
\u0633\u0648\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644<\/h2>\n\n\n\n
1. \u062a\u0641\u0627\u0648\u062a \u0627\u0635\u0644\u06cc PyTorch<\/strong>\u00a0\u0648 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648\u061f<\/strong><\/strong> 
\u062a\u0641\u0627\u0648\u062a<\/strong> \u062f\u0631 \u0631\u0648\u0634 \u0627\u062c\u0631\u0627 \u0627\u0633\u062a. PyTorch \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u067e\u0648\u06cc\u0627<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 TensorFlow \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631 \u06af\u0631\u0627\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u06cc\u0633\u062a\u0627<\/strong> \u062a\u0623\u06a9\u06cc\u062f \u062f\u0627\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 PyTorch<\/strong> \u0631\u0648\u06cc\u06a9\u0631\u062f “Pythonic” \u062f\u0627\u0631\u062f \u0648 \u0634\u06cc\u200c\u06af\u0631\u0627 \u0627\u0633\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p> <\/div> 
2. \u0622\u06cc\u0627 \u0645\u0647\u0627\u0631\u062a \u062f\u0627\u0634\u062a\u0646 \u062f\u0631 \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a\u061f<\/strong> 
\u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/strong> \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0636\u0631\u0648\u0631\u06cc<\/strong> \u0646\u06cc\u0633\u062a \u0648 \u0628\u0647 \u0646\u0648\u0639 \u067e\u0631\u0648\u0698\u0647 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f.<\/p> <\/div> 
3. \u06a9\u062f\u0627\u0645 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u061f<\/strong> 
\u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> \u0628\u0647\u062a\u0631\u06cc\u0646 \u0648 \u0631\u0627\u06cc\u062c \u200c\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 TensorFlow <\/strong>\u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u0632 \u0632\u0628\u0627\u0646 \u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f C++\u00a0\u0648 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a<\/strong> \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p> <\/div> <\/div>\n","protected":false},"excerpt":{"rendered":"
\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0633\u0631\u0639\u062a\u06cc \u0633\u0631\u0633\u0627\u0645 \u200c\u0622\u0648\u0631 \u062f\u0631 \u062d\u0627\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0633\u062a\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning) \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c \u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0645\u0627 \u067e\u0634\u062a \u0635\u062d\u0646\u0647 \u0627\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u200c\u0647\u0627\u06cc \u0634\u06af\u0641\u062a \u200c\u0627\u0646\u06af\u06cc\u0632\u060c \u0686\u0627\u0631\u0686\u0648\u0628\u200c \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 (Tensorflow) \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647\u060c \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c \u062f\u0647\u0646\u062f\u06af\u0627\u0646 …<\/p>\n","protected":false},"author":4,"featured_media":5969,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[446],"tags":[],"class_list":["post-5948","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-446"],"yoast_head":"\n\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 (Tensorflow) \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f -<\/title>\n<meta name=\"description\" content=\"Tensorflow \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0645\u062a\u0646 \u200c\u0628\u0627\u0632 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06af\u0648\u06af\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zaminhost.com\/blog\/tensorflow\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 (Tensorflow) \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f -\" \/>\n<meta property=\"og:description\" content=\"Tensorflow \u06cc\u06a9 \u0641\u0631\u06cc\u0645 \u200c\u0648\u0631\u06a9 \u0645\u062a\u0646 \u200c\u0628\u0627\u0632 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u06af\u0648\u06af\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/zaminhost.com\/blog\/tensorflow\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-06T10:42:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-06T10:42:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/zaminhost.com\/blog\/wp-content\/uploads\/2025\/03\/zamin-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"506\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"\u0641\u0627\u0637\u0645\u0647 \u0635\u062d\u0631\u0627\u0626\u06cc\u0627\u0646\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0646\u0648\u0634\u062a\u0647\u200c\u0634\u062f\u0647 \u0628\u062f\u0633\u062a\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0641\u0627\u0637\u0645\u0647 \u0635\u062d\u0631\u0627\u0626\u06cc\u0627\u0646\" \/>\n\t<meta name=\"twitter:label2\" 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