{"id":1337,"date":"2022-04-17T18:17:38","date_gmt":"2022-04-17T18:17:38","guid":{"rendered":"https:\/\/bidar.ca\/?p=1337"},"modified":"2022-04-20T18:38:12","modified_gmt":"2022-04-20T18:38:12","slug":"ml-tools","status":"publish","type":"post","link":"https:\/\/bidar.ca\/2\/fa\/article_fa\/ml-tools","title":{"rendered":"\u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u0631 \u0633\u0627\u0644 2022"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u062c\u0633\u062a\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 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\u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>BigML<\/strong><br \/>\nBigML \u0628\u0627 \u0647\u062f\u0641 \u0622\u0633\u0627\u0646\u060c \u0633\u0627\u062f\u0647 \u0648 \u0632\u06cc\u0628\u0627 \u06a9\u0631\u062f\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062c\u0627\u0645\u0639 \u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u060c \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631\u060c \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a. BigML \u0628\u0627 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u0634\u0647 \u0627\u06cc\u060c \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0645\u0648\u0636\u0648\u0639\u060c \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><strong>Google Colab<\/strong><br \/>\nColab \u06cc\u06a9 \u0645\u062d\u0635\u0648\u0644 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u06af\u0648\u06af\u0644 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc Keras\u060c TensorFlow \u0648 OpenCV \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0628\u0631\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0648\u0642\u062a\u06cc \u06cc\u06a9 \u0646\u0648\u062a \u0628\u0648\u06a9 Colab \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u062d\u0633\u0627\u0628 Google Drive \u0634\u0645\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc Colab \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0647\u0645\u0633\u0627\u0644\u0627\u0646 \u0631\u0627 \u0622\u0633\u0627\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>Amazon Machine Learning<\/strong>\u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u0648\u06cc \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0644\u0627\u0648\u062f \u0627\u0633\u062a \u06a9\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u062a\u0645\u0627\u0645 \u0633\u0637\u0648\u062d \u0645\u0647\u0627\u0631\u062a \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Amazon ML \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0633\u0645\u060c \u062c\u0627\u062f\u0648\u06af\u0631\u0627\u0646 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 3 \u0646\u0648\u0639 \u0645\u062f\u0644 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f: \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0686\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646. \u0622\u0645\u0627\u0632\u0648\u0646 ML \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0631\u0648\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>Apache Mahout<\/strong>Apache Mahout \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0627\u0644\u0627 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u062a\u0648\u0635\u06cc\u0647\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0648 \u062c\u0628\u0631 \u062e\u0637\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0627\u062f\u0647\u060c \u0642\u0627\u0628\u0644 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u062a\u0648\u0633\u0637 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647\u060c \u0622\u0645\u0627\u0631\u062f\u0627\u0646\u0627\u0646 \u0648 \u0631\u06cc\u0627\u0636\u06cc\u062f\u0627\u0646\u0627\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc ML \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li><strong>IBM Watson Studio<\/strong><br \/>\nIBM Watson Studio \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0633\u0627\u0632\u0646\u062f\u060c \u0627\u062c\u0631\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f. \u0647\u0645\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0627\u0646\u0646\u062f RStudio\u060c Spark \u0648 Python \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06af\u0631\u062f \u0647\u0645 \u0645\u06cc \u0622\u0648\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0633\u0631\u0648\u06cc\u0633 Spark \u0648 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0634\u06a9\u0644 \u062f\u0647\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 IBM Watson Studio \u062a\u0645\u0627\u0645\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0634\u06a9\u0644\u0627\u062a \u062a\u062c\u0627\u0631\u06cc \u0628\u0647 \u0622\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u06a9\u0634\u06cc\u062f\u0646 \u0648 \u0631\u0647\u0627 \u06a9\u0631\u062f\u0646\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u06cc\u06a9 API \u0645\u0633\u062a\u0646\u062f \u0648 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li><strong>Shogun<\/strong><br \/>\nShogun \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u062e\u062a\u0644\u0641\u06cc 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\u0627\u0628\u0632\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u062e\u0648\u0628\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f. \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646\u060c \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f\u060c \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc\u060c 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\u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u0647 \u0645\u0627\u0646\u0646\u062f KNIME \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645. \u0627\u0628\u0632\u0627\u0631 \u0634\u0648\u06af\u0648\u0646. \u0628\u06cc\u0634\u062a\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc AI\/ML \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ol>\n<p>[sc_fs_faq html=&#8221;true&#8221; headline=&#8221;h2&#8243; img=&#8221;&#8221; question=&#8221;\u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 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