{"id":221304,"date":"2025-11-02T03:25:52","date_gmt":"2025-11-02T04:25:52","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2108-12659\/"},"modified":"2025-11-02T03:25:52","modified_gmt":"2025-11-02T04:25:52","slug":"2108-12659","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2108-12659\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc"},"content":{"rendered":"<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 15px; color: white; margin-bottom: 30px;\">\n<h2 style=\"color: white; text-align: center; margin-bottom: 20px;\">\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc<\/h2>\n<\/p><\/div>\n<table class=\"paper-info-table\" border=\"1\" cellpadding=\"10\" cellspacing=\"0\" style=\"width: 100%; margin-bottom: 20px; border-collapse: collapse; direction: rtl;\">\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right; width: 35%;\">\u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa; font-weight: bold;\">DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646<\/th>\n<td style=\"text-align: right; background-color: #ffffff;\">Minsik Cho, Keivan A. Vahid, Saurabh Adya, Mohammad Rastegari<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0644\u0645\u06cc<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa;\">Machine Learning,Artificial Intelligence,Computer Vision and Pattern Recognition<\/td>\n<\/tr>\n<\/table>\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n  <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcd8 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/h2>\r\n  <ul style=\"list-style-type: \u2705; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li>\u0634\u0627\u0645\u0644 <strong>\u0641\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u0644\u0647 (PDF \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc)<\/strong><\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0641\u0627\u06cc\u0644 PDF \u062a\u0648\u0636\u06cc\u062d \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0627 \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0646<\/li>\r\n    <li>\u062f\u0627\u0631\u0627\u06cc <strong>\u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u062a\u0648\u0636\u06cc\u062d \u06a9\u0627\u0645\u0644 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n  <\/ul>\r\n  <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\">\r\n    \ud83c\udfaf \u0647\u0645\u0647\u200c\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.\r\n  <\/p>\r\n  <p style=\"font-size: 16px; line-height: 1.8;\">\r\n    \u0686\u0646\u0627\u0646\u0686\u0647 \u062f\u0631 <strong>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627<\/strong> \u0628\u0627 \u0645\u0634\u06a9\u0644\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \r\n    <strong>09395106248<\/strong> \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645 \r\n    <strong>@ma_limbs<\/strong> \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0641\u0648\u0631\u0627\u064b \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u062c\u062f\u062f\u0627\u064b \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.\r\n  <\/p>\r\n<\/div>\r\n\n<article class=\"violin-complex-pieces\" style=\"font-family: 'Vazirmatn', sans-serif;color: #2E2E2E;line-height: 1.75;max-width: 800px;margin: 40px auto;padding: 30px;background: #FFFFFF;border-radius: 12px;box-shadow: 0 6px 20px rgba(0,0,0,0.05);\">\n<style>\n.violin-complex-pieces h1 { text-align: center; font-size: 2.8rem; color: #1F3A5E; margin-bottom: 24px; }\n.violin-complex-pieces h2 { position: relative; font-size: 1.9rem; color: #243A5E; margin-top: 36px; margin-bottom: 16px; padding-bottom: 6px; }\n.violin-complex-pieces h2::after { content: \"\"; position: absolute; left: 0; bottom: 0; width: 60px; height: 4px; background: linear-gradient(90deg,#4A90E2,#50E3C2); border-radius: 2px; }\n.section-box { background: #F7F9FC; border: 1px solid #E0E4E8; border-radius: 8px; padding: 24px; margin-top: 20px; transition: transform 0.2s, box-shadow 0.2s; }\n.section-box:hover { transform: translateY(-4px); box-shadow: 0 8px 24px rgba(42,77,102,0.1); }\n.section-box p, .section-box ul { margin-bottom: 12px; }\nul { margin-left: 24px; }\nul li { margin-bottom: 8px; }\n.highlight { background: #EAF4FF; color: #1F3A5E; padding: 3px 6px; border-radius: 4px; font-weight: bold; }\n<\/style>\n<h1>DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/h1>\n<div class=\"section-box\">\n<h2>\u06f1. \u0645\u0639\u0631\u0641\u06cc \u0645\u0642\u0627\u0644\u0647 \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646<\/h2>\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 (DNNs) \u062f\u0631 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646 \u0648 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647\u060c \u0631\u0648\u0632 \u0628\u0647 \u0631\u0648\u0632 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0632\u0631\u06af \u0648 \u0646\u06cc\u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0627\u0644\u0627\u06cc \u0622\u0646\u200c\u0647\u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 (deployment) \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u062f\u0648\u062f \u0645\u0627\u0646\u0646\u062f \u06af\u0648\u0634\u06cc\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627 (IoT) \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0634\u062f\u0647\u060c \u0628\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc \u0631\u0648\u0628\u0631\u0648 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u0628\u0627 \u0647\u062f\u0641 \u06a9\u0627\u0647\u0634 \u062d\u062c\u0645 \u0645\u062f\u0644\u060c \u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647 \u0648 \u062a\u0648\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc\u060c \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0646\u0647 \u062a\u0646\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u0636\u0639\u06cc\u0641\u200c\u062a\u0631 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f\u060c \u0628\u0644\u06a9\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u0647\u0645\u06cc \u0646\u0638\u06cc\u0631 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631 (\u0628\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc) \u0648 \u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0645\u0642\u0627\u0644\u0647 \u062d\u0627\u0636\u0631 \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &#8220;DKM: Differentiable K-Means Clustering Layer for Neural Network Compression&#8221; (DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc)\u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0646\u0648\u06cc\u0646 \u0648 \u0645\u0624\u062b\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u062a\u06a9\u0646\u06cc\u06a9 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 (K-Means Clustering) \u0628\u0646\u0627 \u0634\u062f\u0647 \u0648 \u0628\u0627 \u0645\u0639\u0631\u0641\u06cc \u06cc\u06a9 \u0644\u0627\u06cc\u0647 &#8220;\u062a\u0641\u0627\u0636\u0644\u06cc&#8221; (Differentiable)\u060c \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0639\u0635\u0628\u06cc \u0648 \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627\u06cc \u0648\u0632\u0646\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f. \u0627\u0647\u0645\u06cc\u062a \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062f\u0631 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062f\u063a\u0627\u0645 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0622\u0646 \u0628\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u062d\u0641\u0638 \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0635\u0644\u06cc \u0645\u062f\u0644 \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06cc\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class=\"section-box\">\n<h2>\u06f2. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u0633\u0637 \u06af\u0631\u0648\u0647\u06cc \u0627\u0632 \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a: Minsik Cho\u060c Keivan A. Vahid\u060c Saurabh Adya \u0648 Mohammad Rastegari. \u0646\u0627\u0645 &#8220;Keivan A. Vahid&#8221; \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u0634\u0627\u0631\u06a9\u062a \u0641\u0639\u0627\u0644 \u0645\u062d\u0642\u0642\u0627\u0646 \u0627\u06cc\u0631\u0627\u0646\u06cc \u062f\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0639\u0644\u0645\u06cc \u062c\u0647\u0627\u0646\u06cc \u0627\u0633\u062a. \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u062a\u0642\u0627\u0637\u0639 \u0633\u0647 \u062d\u0648\u0632\u0647 \u0645\u0647\u0645 \u0639\u0644\u0645 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning):<\/strong> \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u060c \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (Artificial Intelligence):<\/strong> \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06cc\u06a9 \u06af\u0627\u0645 \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u06a9\u0631\u062f\u0646 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0627\u0628\u0639\u0627\u062f \u0648\u0633\u06cc\u0639\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u200c\u062a\u0631 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0627\u0644\u06af\u0648 (Computer Vision and Pattern Recognition):<\/strong> \u0628\u062e\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0632 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc\u200c\u0647\u0627\u06cc \u0645\u0642\u0627\u0644\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u062e\u0635\u0635\u200c\u0647\u0627\u06cc \u0647\u0645\u200c\u0627\u0641\u0632\u0627\u060c \u0628\u0647 \u062a\u06cc\u0645 \u062a\u062d\u0642\u06cc\u0642 \u0627\u062c\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u06cc\u06a9 \u0631\u0627\u0647\u06a9\u0627\u0631 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \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\u060c \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/p>\n<\/p><\/div>\n<div class=\"section-box\">\n<h2>\u06f3. \u0686\u06a9\u06cc\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u062d\u062a\u0648\u0627<\/h2>\n<p>\u0686\u06a9\u06cc\u062f\u0647 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u0628\u0647 \u0645\u0633\u0626\u0644\u0647 \u0627\u0635\u0644\u06cc\u060c \u0631\u0627\u0647\u06a9\u0627\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u06a9\u0645\u200c\u062a\u0648\u0627\u0646\u060c \u0627\u0645\u0631\u0648\u0632\u0647 \u0627\u0647\u0645\u06cc\u062a \u0641\u0632\u0627\u06cc\u0646\u062f\u0647\u200c\u0627\u06cc \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u062d\u0641\u0638 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u0647\u0645\u0627\u0646 \u062f\u0633\u062a\u06af\u0627\u0647 (on-device inference) \u0635\u0648\u0631\u062a \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u062f\u0631 \u0647\u0645\u06cc\u0646 \u0631\u0627\u0633\u062a\u0627\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc (DKM) \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0639\u0645\u0627\u0644 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0648\u0632\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 (train-time weight clustering) \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f.<\/p>\n<p>DKM\u060c \u0645\u0633\u0626\u0644\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 &#8220;\u062a\u0648\u062c\u0647&#8221; (attention) \u0628\u0627\u0632\u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0634\u062a\u0631\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0648 \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u06cc\u0646 \u06a9\u0647 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0638\u0645\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627 (regularizers) \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0628\u0648\u062f\u0646\u062f\u060c DKM \u0628\u062f\u0648\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062a\u0627\u0628\u0639 \u0632\u06cc\u0627\u0646 (loss function) \u0627\u0635\u0644\u06cc \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644\u060c \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0646\u062a\u0627\u06cc\u062c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc DKM \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP)\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u062a\u0631\u06cc \u0622\u0646 \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0627\u062f\u0644 \u0645\u06cc\u0627\u0646 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062f\u0642\u062a (accuracy) \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c DKM \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u062f\u0631 \u0645\u062f\u0644 ResNet50 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 ImageNet1k\u060c \u062f\u0642\u062a 74.5% \u0631\u0627 \u0628\u0627 \u062d\u062c\u0645 \u0645\u062f\u0644 \u062a\u0646\u0647\u0627 3.3 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a (\u0636\u0631\u06cc\u0628 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc 29.4 \u0628\u0631\u0627\u0628\u0631) \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 MobileNet-v1\u060c \u06a9\u0647 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0646 \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a\u060c DKM \u0628\u0647 \u062f\u0642\u062a 63.9% \u0628\u0627 \u062d\u062c\u0645 0.72 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a (\u0636\u0631\u06cc\u0628 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc 22.4 \u0628\u0631\u0627\u0628\u0631) \u062f\u0633\u062a \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 6.8% \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 33% \u062d\u062c\u0645 \u06a9\u0645\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0639\u0644\u06cc \u062f\u0627\u0631\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c DKM \u0645\u062f\u0644 DistilBERT \u0631\u0627 \u0628\u0627 \u0636\u0631\u06cc\u0628 11.8 \u0628\u0631\u0627\u0628\u0631 \u0641\u0634\u0631\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u062a\u0646\u0647\u0627 1.1% \u0627\u0641\u062a \u062f\u0642\u062a \u0631\u0627 \u062f\u0631 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc GLUE \u0628\u0631\u0627\u06cc NLP \u062a\u062c\u0631\u0628\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class=\"section-box\">\n<h2>\u06f4. \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc DKM \u0628\u0631 \u067e\u0627\u06cc\u0647 \u062f\u0648 \u0645\u0641\u0647\u0648\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a\u0648\u0627\u0631 \u0627\u0633\u062a:<\/p>\n<p><span class=\"highlight\">\u06f1. \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0633\u0626\u0644\u0647 \u062a\u0648\u062c\u0647 (K-Means as Attention):<\/span> \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0635\u0644\u06cc DKM\u060c \u0628\u0627\u0632\u062a\u0639\u0631\u06cc\u0641 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0644\u0627\u0633\u06cc\u06a9 K-Means \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 &#8220;\u062a\u0648\u062c\u0647&#8221; \u0627\u0633\u062a. \u062f\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0647\u0645\u200c\u062a\u0631 \u0648\u0631\u0648\u062f\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f. \u062f\u0631 DKM\u060c \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0644\u0627\u06cc\u0647 DKM \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u06cc\u0646 \u0648\u0632\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f\u06cc \u0645\u0631\u06a9\u0632 \u062e\u0648\u0634\u0647 (centroid) \u0646\u06af\u0627\u0634\u062a \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u06af\u0627\u0634\u062a \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0628\u0647 \u06cc\u06a9 \u0645\u0631\u06a9\u0632 \u062e\u0648\u0634\u0647 \u062e\u0627\u0635 \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u0627\u0628\u0646\u062f. \u0627\u06cc\u0646 &#8220;\u062a\u0648\u062c\u0647&#8221; \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0628\u0627\u0647\u062a \u0628\u06cc\u0646 \u0647\u0631 \u0648\u0632\u0646 \u0648 \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0635\u0648\u0631\u062a \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f\u060c \u06a9\u0647 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062a.<\/p>\n<p><span class=\"highlight\">\u06f2. \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0627\u0636\u0644\u200c\u067e\u0630\u06cc\u0631\u06cc (Differentiability):<\/span> \u0646\u06a9\u062a\u0647 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 DKM\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0627\u0636\u0644\u200c\u067e\u0630\u06cc\u0631\u06cc \u06a9\u0627\u0645\u0644 \u0622\u0646 \u0627\u0633\u062a. \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646\u200c\u0647\u0627 (gradients) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 \u0627\u0632 \u0644\u0627\u06cc\u0647 DKM \u0628\u0647 \u0633\u0645\u062a \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0639\u0635\u0628\u06cc \u062c\u0631\u06cc\u0627\u0646 \u06cc\u0627\u0628\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0634\u062a\u0631\u06a9 (joint optimization) \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u062f\u0631 \u0637\u0648\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06af\u0631\u062f\u0646\u062f \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0627\u0632 \u0648\u0632\u0646\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u0627\u0633\u0627\u0633\u06cc \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc K-Means \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0633\u0633\u062a\u0647 \u0648 \u062f\u0631 \u0645\u0631\u0627\u062d\u0644 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u0627\u0633\u0631\u06cc \u0631\u0627 \u0646\u062f\u0627\u0631\u0646\u062f.<\/p>\n<p><strong>\u0645\u0631\u0627\u062d\u0644 \u06a9\u0627\u0631 DKM \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647:<\/strong><\/p>\n<ul>\n<li><strong>\u062a\u0639\u0631\u06cc\u0641 \u0644\u0627\u06cc\u0647 DKM:<\/strong> \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u062c\u062f\u06cc\u062f \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/li>\n<li><strong>\u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0628\u0627\u0647\u062a:<\/strong> \u0628\u0631\u0627\u06cc \u0647\u0631 \u0648\u0632\u0646 \u062f\u0631 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0647\u062f\u0641\u060c \u0634\u0628\u0627\u0647\u062a \u0622\u0646 \u0628\u0647 \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0634\u0628\u0627\u0647\u062a\u200c\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc &#8220;\u062a\u062e\u0635\u06cc\u0635&#8221; (assignment weights) \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627:<\/strong> \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u06cc\u0635 \u0648 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0634\u0628\u06a9\u0647\u060c \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0641\u0627\u0636\u0644\u200c\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0648\u0632\u0646:<\/strong> \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0631\u0627\u06a9\u0632 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0648 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u06cc\u0635 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u0646\u062c\u0631 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u062a\u0639\u062f\u0627\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0648\u0632\u0646\u200c\u0647\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u0627\u0646\u062a\u0634\u0627\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646:<\/strong> \u06af\u0631\u0627\u062f\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u062e\u0637\u0627 \u0627\u0632 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u0628\u0647 \u0644\u0627\u06cc\u0647 DKM \u0648 \u0633\u067e\u0633 \u0628\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0645\u0646\u062a\u0634\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u062a\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u062f\u0627\u0645\u0647 \u06cc\u0627\u0628\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f &#8220;\u0622\u0645\u0648\u0632\u0634-\u0632\u0645\u0627\u0646&#8221; (train-time) \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0622\u0645\u0648\u0632\u0634\u060c \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0634\u062f\u0647 (\u06a9\u0647 \u062d\u0627\u0644\u0627 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647\u200c\u0627\u0646\u062f) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c (inference) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<\/p><\/div>\n<div class=\"section-box\">\n<h2>\u06f5. \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/h2>\n<p>\u0645\u0642\u0627\u0644\u0647 DKM \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<ul>\n<li><span class=\"highlight\"><strong>\u062a\u0639\u0627\u062f\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0628\u06cc\u0646 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062f\u0642\u062a:<\/strong><\/span> \u06cc\u0627\u0641\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc DKM \u062f\u0631 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0633\u0637\u0648\u062d \u0628\u0627\u0644\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc (\u06a9\u0627\u0647\u0634 \u0686\u0634\u0645\u06af\u06cc\u0631 \u062d\u062c\u0645 \u0645\u062f\u0644) \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0641\u062a \u062f\u0642\u062a \u0628\u0633\u06cc\u0627\u0631 \u0646\u0627\u0686\u06cc\u0632\u06cc \u0631\u0627 \u062a\u062c\u0631\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06cc\u0627 \u062d\u062a\u06cc \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0628\u0627\u0639\u062b \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0648 \u0627\u062f\u063a\u0627\u0645 \u0641\u0631\u0622\u06cc\u0646\u062f \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a.<\/li>\n<li><span class=\"highlight\"><strong>\u0639\u062f\u0645 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u06cc\u0627 \u062a\u0627\u0628\u0639 \u0632\u06cc\u0627\u0646:<\/strong><\/span> \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc DKM \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06cc\u0627 \u062a\u0627\u0628\u0639 \u0632\u06cc\u0627\u0646 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0646\u06cc\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc DKM \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u062a\u0639\u0645\u06cc\u0645\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><span class=\"highlight\"><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u062a\u0631 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641:<\/strong><\/span> \u0646\u062a\u0627\u06cc\u062c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 DKM \u062f\u0631 \u0647\u0631 \u062f\u0648 \u062d\u0648\u0632\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 (ImageNet1k) \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (GLUE) \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0639\u0644\u06cc (state-of-the-art) \u062f\u0627\u0631\u062f.<\/li>\n<li><span class=\"highlight\"><strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632:<\/strong><\/span> \u062d\u062a\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f MobileNet-v1 \u06a9\u0647 \u0628\u0647 \u0633\u062e\u062a\u06cc \u0642\u0627\u0628\u0644 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0633\u062a\u0646\u062f\u060c DKM \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u0642\u0628\u0648\u0644\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0642\u062f\u0631\u062a \u0628\u0627\u0644\u0627\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a.<\/li>\n<li><span class=\"highlight\"><strong>\u06a9\u0627\u0647\u0634 \u0686\u0634\u0645\u06af\u06cc\u0631 \u062d\u062c\u0645 \u0645\u062f\u0644:<\/strong><\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u0645\u062f\u0644 ResNet50\u060c DKM \u0645\u0648\u0641\u0642 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u062d\u062c\u0645 \u0645\u062f\u0644 \u0628\u0647 3.3 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a (\u0636\u0631\u06cc\u0628 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc 29.4x) \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0628\u0627\u06cc\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0633\u062a.<\/li>\n<li><span class=\"highlight\"><strong>\u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc:<\/strong><\/span> \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af \u0645\u0627\u0646\u0646\u062f DistilBERT \u0628\u0627 \u0636\u0631\u06cc\u0628 11.8x \u0648 \u062d\u0641\u0638 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062a\u0645\u0627\u0645 \u062f\u0642\u062a\u060c \u0627\u0647\u0645\u06cc\u062a DKM \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 NLP \u0646\u06cc\u0632 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n<\/ul><\/div>\n<div class=\"section-box\">\n<h2>\u06f6. \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627<\/h2>\n<p>\u062f\u0633\u062a\u0627\u0648\u0631\u062f \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u0644\u0647 DKM\u060c \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<ul>\n<li><span class=\"highlight\"><strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0628\u0627\u06cc\u0644 \u0648 \u062a\u0639\u0628\u06cc\u0647\u200c\u0634\u062f\u0647:<\/strong><\/span> \u062d\u062c\u0645 \u06a9\u0645\u062a\u0631 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0646\u06cc\u0627\u0632 \u06a9\u0645\u062a\u0631 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 RAM \u0648 \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \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\u0631 \u0631\u0648\u06cc \u06af\u0648\u0634\u06cc\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u062a\u0628\u0644\u062a\u200c\u0647\u0627\u060c \u0633\u0627\u0639\u062a\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u0648 \u0633\u0627\u06cc\u0631 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627 \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n<li><span class=\"highlight\"><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c (Inference Speed):<\/strong><\/span> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0627\u0631\u0627\u0626\u0647 \u0646\u062a\u0627\u06cc\u062c \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0644\u062d\u0638\u0647\u060c \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc\u060c \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u062e\u0648\u062f\u0631\u0648 \u0628\u0633\u06cc\u0627\u0631 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a.<\/li>\n<li><span class=\"highlight\"><strong>\u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc:<\/strong><\/span> \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0628\u06a9\u200c\u062a\u0631 \u0628\u0647 \u062a\u0648\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06a9\u0645\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u062a\u0631\u06cc\u200c\u062f\u0627\u0631 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u0627\u0647\u0634 \u0631\u062f\u067e\u0627\u06cc \u06a9\u0631\u0628\u0646 \u0645\u0631\u0627\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0627\u0647\u0645\u06cc\u062a \u0628\u0633\u0632\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<li><span class=\"highlight\"><strong>\u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc:<\/strong><\/span> \u0628\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0644\u06cc \u06a9\u0627\u0631\u0628\u0631\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0631\u0633\u0627\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0628\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u062d\u0641\u0627\u0638\u062a \u0628\u0647\u062a\u0631 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><span class=\"highlight\"><strong>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647:<\/strong><\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc (\u0645\u0627\u0646\u0646\u062f \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0648\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062e\u062f\u0645\u0627\u062a \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<\/li>\n<li><span class=\"highlight\"><strong>\u067e\u06cc\u0634\u0628\u0631\u062f \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646\u06cc (LLMs):<\/strong><\/span> \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0634\u062f \u0631\u0648\u0632\u0627\u0641\u0632\u0648\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f DKM \u0628\u0631\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u200c\u062a\u0631\u060c \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f.<\/li>\n<\/ul>\n<p><strong>\u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc:<\/strong><\/p>\n<ul>\n<li>\u06cc\u06a9 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0627\u0632 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0633\u0631\u0648\u0631 \u062f\u0627\u0634\u062a\u060c \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0648 \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06af\u0648\u0634\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u06cc\u0645\u0627\u0631 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f.<\/li>\n<li>\u06cc\u06a9 \u0631\u0628\u0627\u062a \u062e\u0627\u0646\u06af\u06cc \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u062f\u0631\u06a9 \u0645\u062d\u06cc\u0637 \u0648 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0635\u0648\u062a\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u06a9\u0647 \u0628\u0627 DKM \u0641\u0634\u0631\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0647\u062a\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u062a\u0623\u062e\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/li>\n<li>\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u06a9\u0645\u062a\u0631\u060c \u0645\u062d\u06cc\u0637 \u0627\u0637\u0631\u0627\u0641 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul><\/div>\n<div class=\"section-box\">\n<h2>\u06f7. \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n<p>\u0645\u0642\u0627\u0644\u0647 &#8220;DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc&#8221; \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u0647\u0645 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0641\u0634\u0631\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\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0627 \u0645\u0639\u0631\u0641\u06cc \u0644\u0627\u06cc\u0647 DKM\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u062a\u0648\u0627\u0646\u0633\u062a\u0647\u200c\u0627\u0646\u062f \u06cc\u06a9 \u0631\u0648\u0634 \u0633\u0627\u062f\u0647\u060c \u0645\u0624\u062b\u0631 \u0648 \u0642\u0627\u0628\u0644 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062d\u062c\u0645 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\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f.<\/p>\n<p>\u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u062a\u0631 DKM \u062f\u0631 \u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627\u06cc \u0645\u0639\u062a\u0628\u0631 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0636\u0631\u06cc\u0628 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627\u0644\u0627 \u0628\u0627 \u0627\u0641\u062a \u062f\u0642\u062a \u06a9\u0645\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0628\u0627\u0644\u0627\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0633\u062a. \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0628\u0627\u06cc\u0644 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u0633\u0631\u06cc\u0639 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u060c DKM \u06af\u0627\u0645\u06cc \u0645\u0624\u062b\u0631 \u062f\u0631 \u062c\u0647\u062a \u062f\u0645\u0648\u06a9\u0631\u0627\u062a\u06cc\u0632\u0647 \u06a9\u0631\u062f\u0646 \u0648 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u200c\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0641\u0646\u06cc \u062c\u062f\u06cc\u062f \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u062f\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0648\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u062a\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0646\u06cc\u0627\u0632 \u0631\u0648\u0632\u0627\u0641\u0632\u0648\u0646 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u062a\u0631 \u0627\u0645\u0627 \u0633\u0628\u06a9\u200c\u062a\u0631\u060c DKM \u0642\u0637\u0639\u0627\u064b \u0645\u0633\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0633\u0644 \u0628\u0639\u062f\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0645\u0648\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u0633\u0627\u062e\u062a.<\/p>\n<\/p><\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Minsik Cho, Keivan A. [&hellip;]<\/p>\n","protected":false},"featured_media":208799,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","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-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-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-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-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-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-gradient":""}}},"product_cat":[137319,137318],"product_tag":[107,63840,144085,141420,1841,1840,170272,170273,141011,100028,170264,170275,19,166802,139662,142182,143047,166871,63608,91075,170274,139249,139474,71028,672,170268,105908,170265,63839,141411,139655,170271,166985,170269,170267,170270,13267,261,170266,674,267],"class_list":{"0":"post-221304","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-arxiv","7":"product_cat-137318","8":"product_tag-artificial-intelligence","9":"product_tag-clustering","10":"product_tag-complexity-reduction","11":"product_tag-compression","12":"product_tag-computer-vision","13":"product_tag-deep-learning","14":"product_tag-differentiable","15":"product_tag-dkm-layer","16":"product_tag-inference","17":"product_tag-k-means","18":"product_tag-k-","19":"product_tag-lightweight-models","20":"product_tag-machine-learning","21":"product_tag-memory-reduction","22":"product_tag-model-compression","23":"product_tag-neural-network-architectures","24":"product_tag-on-device-learning","25":"product_tag-on-device-processing","26":"product_tag-optimization","27":"product_tag-pattern-recognition","28":"product_tag-weight-clustering","29":"product_tag-139249","30":"product_tag-139474","31":"product_tag-71028","32":"product_tag-672","33":"product_tag-170268","34":"product_tag-105908","35":"product_tag-170265","36":"product_tag-63839","37":"product_tag-141411","38":"product_tag-139655","39":"product_tag-----deep-neural-networks","40":"product_tag-166985","41":"product_tag-170269","42":"product_tag--dkm","43":"product_tag-170270","44":"product_tag-13267","45":"product_tag-261","46":"product_tag-170266","47":"product_tag-674","48":"product_tag-267","49":"pmpro-has-access","50":"desktop-align-left","51":"tablet-align-left","52":"mobile-align-left","54":"first","55":"instock","56":"downloadable","57":"virtual","58":"purchasable","59":"product-type-simple"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0645\u0642\u0627\u0644\u0647 DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/2108-12659\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0645\u0642\u0627\u0644\u0647 DKM: \u0644\u0627\u06cc\u0647 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0641\u0627\u0636\u0644\u06cc \u0628\u0631\u0627\u06cc \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc - 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