![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-300x81.png\")
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/04\/DataArt-300x51.png\")
<\/p>\n
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/06\/clarifai-300x87.png\")
<\/p>\n
\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 Clarifai \u0639\u0627\u0645 2013\u060c \u0648\u062a\u0639\u0645\u0644 \u0643\u0634\u0631\u0643\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u064f\u0631\u0643\u0632 \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0648\u064a\u0642\u0639 \u0645\u0642\u0631\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0648\u064a\u0644\u0645\u0646\u062c\u062a\u0648\u0646\u060c \u062f\u064a\u0644\u0627\u0648\u064a\u0631\u060c \u0648\u0644\u0647\u0627 \u0645\u0643\u0627\u062a\u0628 \u0625\u0636\u0627\u0641\u064a\u0629 \u0641\u064a \u0633\u0627\u0646 \u0641\u0631\u0627\u0646\u0633\u064a\u0633\u0643\u0648 \u0648\u062a\u0627\u0644\u064a\u0646\u060c \u0625\u0633\u062a\u0648\u0646\u064a\u0627. \u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0634\u0631\u0643\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u062a. \u0648\u0642\u062f \u0627\u0643\u062a\u0633\u0628\u062a \u062a\u0642\u0646\u064a\u062a\u0647\u0627 \u0634\u0647\u0631\u0629 \u0645\u0628\u0643\u0631\u0629 \u0639\u0646\u062f\u0645\u0627 \u0627\u062d\u062a\u0644 \u0645\u0624\u0633\u0633\u0647\u0627 \u0645\u0627\u062b\u064a\u0648 \u0632\u064a\u0644\u0631\u060c \u0637\u0627\u0644\u0628 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0622\u0646\u0630\u0627\u0643\u060c \u0627\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u062e\u0627\u0645\u0633 \u0641\u064a \u062a\u062d\u062f\u064a ImageNet \u0644\u0639\u0627\u0645 2013\u060c \u0645\u0645\u0627 \u0645\u0647\u062f \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u062a\u0637\u0648\u064a\u0631 Clarifai. \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0628\u0627\u0631\u0632\u0629 \u0641\u064a \u0645\u062d\u0641\u0638\u062a\u0647\u0627 \u062f\u0639\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0644\u0645\u0648\u0642\u0639 Style Me Pretty\u060c \u0648\u0647\u0648 \u0645\u0648\u0642\u0639 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0646\u0645\u0637 \u062d\u064a\u0627\u0629 \u062d\u0641\u0644\u0627\u062a \u0627\u0644\u0632\u0641\u0627\u0641\u060c \u0648\u0627\u0644\u0630\u064a \u0623\u0635\u0628\u062d \u0623\u0648\u0644 \u0639\u0645\u064a\u0644 \u0644\u0647\u0627 \u0641\u064a \u0639\u0627\u0645 2014\u060c \u0648\u062f\u0639\u0645 \u062d\u0644\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u0623\u0645\u0646. \u0643\u0645\u0627 \u062d\u0642\u0642\u062a Clarifai \u062a\u0642\u062f\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u0642\u062f\u0645\u062a \u0623\u062f\u0648\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0631\u0626\u064a \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0647\u064a \u0642\u062f\u0631\u0629 \u062a\u0637\u0648\u0631\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646\u0630 \u0625\u0637\u0644\u0627\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API).<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Cloudsight-300x42.png\")
<\/p>\n
\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 Cloudsight \u0639\u0627\u0645 \u0662\u0660\u0661\u0662\u060c \u0648\u0647\u064a \u0634\u0631\u0643\u0629 \u062a\u0642\u0646\u064a\u0629 \u0645\u0642\u0631\u0647\u0627 \u0644\u0648\u0633 \u0623\u0646\u062c\u0644\u0648\u0633\u060c \u0643\u0627\u0644\u064a\u0641\u0648\u0631\u0646\u064a\u0627\u060c \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u060c \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u062a\u0634\u0645\u0644 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0645\u062b\u0644 \u062a\u0645\u0643\u064a\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0645\u0646 \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627\u060c \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0636\u0639\u0627\u0641 \u0627\u0644\u0628\u0635\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0635\u0641 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0643\u0645\u0627 \u064a\u062a\u0636\u062d \u0645\u0646 \u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 CamFind. \u0631\u0643\u0632\u062a Cloudsight \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u062d\u0633\u0651\u0646\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u0647\u0627 \u0644\u062a\u0648\u0641\u064a\u0631 \u062a\u0639\u0631\u064a\u0641 \u0628\u0635\u0631\u064a \u0645\u0641\u0635\u0644 \u0648\u0633\u064a\u0627\u0642\u064a \u0644\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/07\/navan-300x100.png\")
<\/p>\n
\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 \u0646\u0627\u0641\u0627\u0646 \u0639\u0627\u0645 \u0662\u0660\u0662\u0660\u060c \u0648\u0647\u064a \u0634\u0631\u0643\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0645\u0642\u0631\u0647\u0627 \u0628\u0646\u063a\u0627\u0644\u0648\u0631\u0648\u060c \u0627\u0644\u0647\u0646\u062f\u060c \u0648\u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648. \u0648\u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0634\u0631\u0643\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648OpenCV\u060c \u0648TensorFlow\u060c \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u062a\u064f\u0639\u0646\u0649 \u0628\u0634\u0643\u0644 \u0631\u0626\u064a\u0633\u064a \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0641\u0648\u0631\u064a\u0629. \u0648\u062a\u0634\u0645\u0644 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0645\u060c \u0645\u0645\u0627 \u064a\u064f\u062b\u0628\u062a \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0643\u0645\u0627 \u0633\u0627\u0647\u0645\u062a \u0646\u0627\u0641\u0627\u0646 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u0627\u0628\u062a\u0643\u0631\u062a \u0623\u062f\u0648\u0627\u062a \u062a\u064f\u0639\u0632\u0632 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u062a\u0628\u0639\u0647\u0627 \u0636\u0645\u0646 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u062e\u0627\u0635\u0629\u064b \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u0645\u0646 \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Apsisware.jpg\")
<\/p>\n
\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 Apsisware \u0639\u0627\u0645 \u0662\u0660\u0661\u0668\u060c \u0648\u0647\u064a \u0634\u0631\u0643\u0629 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0642\u0631\u0647\u0627 \u0645\u062f\u064a\u0646\u0629 \u0647\u0648 \u062a\u0634\u064a \u0645\u0646\u0647\u060c \u0641\u064a\u062a\u0646\u0627\u0645\u060c \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u062d\u0644\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 Python \u0648TensorFlow \u0648Keras\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 AWS\u060c \u0644\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0639\u0645\u0644\u0627\u0626\u0647\u0627 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u062a\u0634\u0645\u0644 \u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0639 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629. \u0648\u062a\u0636\u0645 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u062e\u0632\u0648\u0646 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629\u060c \u0648\u0623\u062f\u0627\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u0645\u0646\u060c \u0645\u0645\u0627 \u064a\u064f\u0628\u0631\u0632 \u0646\u0647\u062c\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u064a \u0641\u064a \u0646\u0634\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u0643\u0645\u0627 \u0627\u0646\u062e\u0631\u0637\u062a Apsisware \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u0623\u0646\u0634\u0623\u062a \u0623\u0646\u0638\u0645\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0641\u062d\u0635 \u0627\u0644\u062c\u0648\u062f\u0629 \u062a\u062f\u0639\u0645 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/10\/Vention-Teams-300x123.png\")
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\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 \u0641\u064a\u0646\u0634\u0646 \u0639\u0627\u0645 \u0662\u0660\u0660\u0662\u060c \u0648\u0647\u064a \u0634\u0631\u0643\u0629 \u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a\u060c \u0645\u0642\u0631\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0646\u064a\u0648\u064a\u0648\u0631\u0643\u060c \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u0629 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629. \u0648\u062a\u0631\u0643\u0632 \u0627\u0644\u0634\u0631\u0643\u0629 \u0628\u0634\u0643\u0644 \u0648\u0627\u0633\u0639 \u0639\u0644\u0649 \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u062c\u0627\u0644\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0623\u062e\u0631\u0649. \u0648\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648OpenCV\u060c \u0648TensorFlow\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 AWS \u0648Google Cloud\u060c \u0644\u062a\u0642\u062f\u064a\u0645 \u062d\u0644\u0648\u0644 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644\u060c \u0648\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629. \u0648\u062a\u0634\u0645\u0644 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0623\u062f\u0627\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0644\u0644\u062a\u0634\u062e\u064a\u0635\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0628\u0631\u0632 \u062a\u0646\u0648\u0639\u0647\u0627 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629. \u0648\u0642\u062f \u0637\u0648\u0631\u062a \u0641\u064a\u0646\u0634\u0646 \u0628\u0631\u0646\u0627\u0645\u062c\u064b\u0627 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0644\u062f\u0639\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0645\u0645\u0627 \u064a\u064f\u062d\u0633\u0651\u0646 \u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629.<\/p>\n
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\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 Visage Technologies \u0639\u0627\u0645 \u0662\u0660\u0660\u0662\u060c \u0648\u0647\u064a \u0634\u0631\u0643\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0648\u0645\u0642\u0631\u0647\u0627 \u0644\u064a\u0646\u0634\u0648\u0628\u064a\u0646\u063a\u060c \u0627\u0644\u0633\u0648\u064a\u062f\u060c \u0648\u062a\u062a\u062e\u0635\u0635 \u0641\u064a \u062a\u062a\u0628\u0639 \u0627\u0644\u0648\u062c\u0648\u0647 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u062a\u064f\u0637\u0648\u0651\u0631 \u0627\u0644\u0634\u0631\u0643\u0629 \u062d\u0644\u0648\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u062a\u064a C++ \u0648OpenCV\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062e\u0627\u0635\u0629\u060c \u062d\u064a\u062b \u062a\u064f\u0642\u062f\u0651\u0645 \u062d\u0632\u0645 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0627\u062a (SDK) \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u064f\u062e\u0635\u0635\u0629 \u0644\u0639\u0645\u0644\u0627\u0626\u0647\u0627 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0648\u0627\u0644\u0623\u0645\u0646. \u062a\u0634\u0645\u0644 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0623\u0646\u0638\u0645\u0629 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0633\u0627\u0626\u0642\u064a\u0646 \u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a\u060c \u0648\u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0631\u064a\u0643 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a. \u0643\u0645\u0627 \u0637\u0648\u0631\u062a Visage Technologies \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0644\u0627 \u0633\u064a\u0645\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0643\u0634\u0641 \u0645\u0644\u0627\u0645\u062d \u0627\u0644\u0648\u062c\u0647 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u062f\u0627\u0639\u0645\u0629\u064b \u0628\u0630\u0644\u0643 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0622\u0646\u064a\u0629 \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/altamira.jpg\")
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Megvii-Face-300x101.png\")
<\/p>\n
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/SenseTime-300x151.jpg\")
<\/p>\n
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/04\/Innowise--300x100.jpg\")
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<\/p>\n
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/04\/Neurons-Lab-300x51.png\")
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/06\/www.azumo_-300x90.png\")
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/04\/Zfort-Group-300x68.png\")
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\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 Zfort \u0639\u0627\u0645 2000\u060c \u0648\u062a\u0639\u0645\u0644 \u0643\u0634\u0631\u0643\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u062e\u062f\u0645\u0627\u062a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u0645\u0642\u0631\u0647\u0627 \u062e\u0627\u0631\u0643\u0648\u0641\u060c \u0623\u0648\u0643\u0631\u0627\u0646\u064a\u0627\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 Python \u0648TensorFlow \u0648OpenCV\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 AWS \u0648Microsoft Azure\u060c \u0644\u062e\u062f\u0645\u0629 \u0639\u0645\u0644\u0627\u0626\u0647\u0627 \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u062a\u0634\u0645\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0648\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0645. \u0648\u062a\u0634\u0645\u0644 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0645\u0646\u0635\u0629 \u0644\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0645\u0639 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0648\u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u062d\u062a\u0648\u0649 \u0644\u0645\u0624\u0633\u0633\u0629 \u0625\u0639\u0644\u0627\u0645\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0628\u0631\u0632 \u0642\u062f\u0631\u0627\u062a\u0647\u0627 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0648\u0627\u0633\u0639\u0629. \u0643\u0645\u0627 \u0639\u0645\u0644\u062a Zfort \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0645\u0642\u062f\u0645\u0629\u064b \u062d\u0644\u0648\u0644\u0627\u064b \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0645\u0646.<\/p>\n
![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/01\/iflexion.jpg\")
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![\"\"](\"https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/04\/Unicsoft-300x78.png\")
<\/p>\n
\u062a\u0623\u0633\u0633\u062a \u0634\u0631\u0643\u0629 Unicsoft \u0639\u0627\u0645 \u0662\u0660\u0660\u0665\u060c \u0648\u062a\u0639\u0645\u0644 \u0643\u0634\u0631\u0643\u0629 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0648\u0645\u0642\u0631\u0647\u0627 \u0643\u064a\u064a\u0641\u060c \u0623\u0648\u0643\u0631\u0627\u0646\u064a\u0627\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0628\u0644\u0648\u0643 \u062a\u0634\u064a\u0646 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631. \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0629 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Python \u0648TensorFlow \u0648OpenCV\u060c \u0648\u0645\u0646\u0635\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 AWS \u0648Azure\u060c \u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u0644\u0642\u0637\u0627\u0639\u0627\u062a \u062a\u0634\u0645\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0648\u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0629 \u0648\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629. \u0648\u062a\u0634\u0645\u0644 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647\u0627 \u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u062b\u0644 \u0623\u062f\u0627\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u062a\u0648\u0631\u064a\u062f \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0646\u0638\u0627\u0645 \u0641\u062d\u0635 \u0628\u0635\u0631\u064a \u0644\u0644\u062a\u0635\u0646\u064a\u0639\u060c \u0645\u0645\u0627 \u064a\u0639\u0643\u0633 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0643\u0645\u0627 \u0639\u0645\u0644\u062a Unicsoft \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u0642\u062f\u0645\u062a \u0623\u0646\u0638\u0645\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/p>\n
<\/p>\n
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<\/p>","protected":false},"excerpt":{"rendered":"
Image recognition has come a long way. What used to be a futuristic idea is now something we use every day – think face unlock, Google Lens, or self-checkout kiosks. Behind these smart features are software development companies building the tech that makes it all possible. In this article, we\u2019ll break down what image recognition […]<\/p>\n","protected":false},"author":7,"featured_media":31013,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[],"class_list":["post-31356","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"acf":[],"yoast_head":"\n