{"id":221691,"date":"2025-11-02T03:42:17","date_gmt":"2025-11-02T04:42:17","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2105-06178\/"},"modified":"2025-11-02T03:42:17","modified_gmt":"2025-11-02T04:42:17","slug":"2105-06178","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2105-06178\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \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;\">\u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9<\/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;\">Tarek Allam Jr., Jason D. McEwen<\/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;\">Instrumentation and Methods for Astrophysics,Machine Learning<\/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>\u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9<\/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>\n            \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0646\u062c\u0648\u0645 \u0631\u0635\u062f\u06cc\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0628\u0627 \u0638\u0647\u0648\u0631 \u0646\u0633\u0644 \u062c\u062f\u06cc\u062f \u062a\u0644\u0633\u06a9\u0648\u067e\u200c\u0647\u0627 \u0648 \u067e\u06cc\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u0633\u0645\u0627\u0646\u06cc\u060c \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u062a\u0627\u0631\u0647\u200c\u0634\u0646\u0627\u0633\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u067e\u06cc\u0634 \u0631\u0648\u06cc \u0627\u062e\u062a\u0631\u0634\u0646\u0627\u0633\u0627\u0646\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0633\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 (Transient Events) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u060c \u0645\u0627\u0646\u0646\u062f \u0627\u0628\u0631\u0646\u0648\u0627\u062e\u062a\u0631\u0647\u0627\u060c \u06a9\u0648\u0627\u0632\u0627\u0631\u0647\u0627 \u0648 \u0627\u0646\u0641\u062c\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062a\u0648 \u06af\u0627\u0645\u0627\u060c \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u06af\u0630\u0631\u0627 \u062f\u0631 \u06a9\u06cc\u0647\u0627\u0646 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u0645\u0627 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u067e\u06cc\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f &#8220;\u067e\u06cc\u0645\u0627\u06cc\u0634 \u0645\u06cc\u0631\u0627\u062b \u0641\u0636\u0627 \u0648 \u0632\u0645\u0627\u0646&#8221; (Legacy Survey of Space and Time &#8211; LSST) \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0631\u0635\u062f\u062e\u0627\u0646\u0647 \u0648\u0631\u0627 \u0631\u0648\u0628\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u062f \u0634\u062f\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0686\u0646\u062f \u062f\u0647 \u0628\u0631\u0627\u0628\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u06cc\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u06cc\u0646\u060c \u0628\u0627 \u062d\u062c\u0645 \u0628\u06cc\u200c\u0633\u0627\u0628\u0642\u0647\u200c\u0627\u06cc \u0627\u0632 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0645\u0648\u0627\u062c\u0647 \u0634\u0648\u062f. \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0645\u0642\u06cc\u0627\u0633\u06cc\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0633\u062a\u06cc \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646 \u0639\u0645\u0644\u0627\u064b \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.\n        <\/p>\n<p>\n            \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &#8220;Paying Attention to Astronomical Transients: Introducing the Time-series Transformer for Photometric Classification&#8221;\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0628\u0632\u0631\u06af \u067e\u0627\u0633\u062e \u0645\u06cc\u200c\u062f\u0647\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646\u060c \u062a\u0627\u0631\u06a9 \u0639\u0644\u0627\u0645 \u062c\u0648\u0646\u06cc\u0648\u0631 \u0648 \u062c\u06cc\u0633\u0648\u0646 \u062f\u06cc. \u0645\u06a9\u200c\u200c\u0627\u06cc\u0648\u0646\u060c \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0631\u0627 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 (Transformer) \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u0647\u0645\u06cc\u062a \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u062f\u0642\u06cc\u0642 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u0646\u0633\u0644 \u062c\u062f\u06cc\u062f \u062a\u0644\u0633\u06a9\u0648\u067e\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0647\u0634 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u062f\u062e\u0627\u0644\u062a \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u062f\u0631 \u0645\u0631\u0627\u062d\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a.\n        <\/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>\n            \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c <span class=\"highlight\">\u062a\u0627\u0631\u06a9 \u0639\u0644\u0627\u0645 \u062c\u0648\u0646\u06cc\u0648\u0631 (Tarek Allam Jr.)<\/span> \u0648 <span class=\"highlight\">\u062c\u06cc\u0633\u0648\u0646 \u062f\u06cc. \u0645\u06a9\u200c\u200c\u0627\u06cc\u0648\u0646 (Jason D. McEwen)<\/span>\u060c \u062f\u0631 \u062d\u0648\u0632\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0631\u0641\u06cc\u0632\u06cc\u06a9 (Instrumentation and Methods for Astrophysics) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning) \u0641\u0639\u0627\u0644 \u0647\u0633\u062a\u0646\u062f. \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0622\u0646\u200c\u0647\u0627 \u0628\u0631 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u062c\u0648\u0645\u06cc\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc (Time-series Data) \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0631\u0627\u0633\u062a\u0627\u06cc \u062a\u0644\u0627\u0634\u200c\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0627\u062e\u062a\u0631\u0634\u0646\u0627\u0633\u06cc \u0646\u06af\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634 \u0631\u0648\u06cc \u0627\u062e\u062a\u0631\u0641\u06cc\u0632\u06cc\u06a9 \u0645\u062f\u0631\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\n        <\/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>\n            \u0686\u06a9\u06cc\u062f\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0641\u0634\u0631\u062f\u0647 \u0627\u0632 \u0646\u0648\u0622\u0648\u0631\u06cc \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f:\n        <\/p>\n<ul>\n<li><strong>\u0686\u0627\u0644\u0634:<\/strong> \u067e\u06cc\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0627\u0646\u0646\u062f LSST \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0631\u0627 \u0631\u0635\u062f \u062e\u0648\u0627\u0647\u0646\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0633\u062a\u06cc \u0622\u0646\u200c\u0647\u0627 \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0631\u0648\u06cc\u06a9\u0631\u062f:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u060c \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9.<\/li>\n<li><strong>\u0646\u0648\u0622\u0648\u0631\u06cc:<\/strong> \u0645\u0639\u0631\u0641\u06cc \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0686\u0646\u062f\u0645\u062a\u063a\u06cc\u0631\u0647 (Multi-variate Time-series) \u06a9\u0647 \u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u062a\u0648\u062c\u0647 \u0686\u0646\u062f\u0633\u0631 (Multi-head Self-Attention) \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u0628\u0631\u062f.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627:<\/strong> \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u062f\u0644\u062e\u0648\u0627\u0647 \u0631\u0627 \u062f\u0627\u0631\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc (Interpretability) \u0631\u0627 \u0646\u06cc\u0632 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f.<\/li>\n<li><strong>\u06a9\u0627\u0631\u0628\u0631\u062f:<\/strong> \u0627\u0639\u0645\u0627\u0644 \u0627\u06cc\u0646 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0628\u0631 \u0631\u0648\u06cc \u0648\u0638\u06cc\u0641\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9\u060c \u0628\u0627 \u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u0646\u0634 \u062a\u062e\u0635\u0635\u06cc \u062f\u0627\u0645\u0646\u0647 (Domain Knowledge) \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627.<\/li>\n<li><strong>\u0646\u062a\u0627\u06cc\u062c:<\/strong> \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c\u06cc \u0642\u0627\u0628\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0639\u0644\u06cc \u062f\u0631 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9\u060c \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u062e\u0635 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0686\u0627\u0644\u0634 PLAsTiCC.<\/li>\n<\/ul>\n<p>\n            \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u06cc\u06a9 \u06af\u0627\u0645 \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u062c\u0648\u0645\u06cc \u06af\u0630\u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u062f\u0627\u0631\u062f.\n        <\/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>\n            \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u0627\u0635\u0644\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645:\n        <\/p>\n<ul>\n<li><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc (Time-series Transformer):<\/strong>\n<p>\n                    \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (Natural Language Processing &#8211; NLP) \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0646\u062f \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062e\u0627\u0631\u0642\u200c\u0627\u0644\u0639\u0627\u062f\u0647\u200c\u0627\u06cc \u062f\u0631 \u062f\u0631\u06a9 \u0631\u0648\u0627\u0628\u0637 \u0637\u0648\u0644\u0627\u0646\u06cc\u200c\u0645\u062f\u062a \u062f\u0631 \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0647\u0627 \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0628\u0627 \u0627\u0644\u0647\u0627\u0645 \u0627\u0632 \u0645\u0648\u0641\u0642\u06cc\u062a \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627 \u062f\u0631 NLP\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f. \u0647\u0633\u062a\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc\u060c \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 <span class=\"highlight\">\u062a\u0648\u062c\u0647 \u0686\u0646\u062f\u0633\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 (Multi-head Self-Attention)<\/span> \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc\u060c \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u062a\u0645\u0627\u0645 \u0646\u0642\u0627\u0637 \u062f\u06cc\u06af\u0631 \u062a\u0648\u062c\u0647 \u06a9\u0646\u062f \u0648 \u0648\u0632\u0646 \u0627\u0647\u0645\u06cc\u062a \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0646\u0642\u0637\u0647 \u062c\u0627\u0631\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0646\u0645\u0627\u06cc\u062f. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0628\u0627 \u0632\u0645\u0627\u0646\u060c \u06a9\u0647 \u0645\u0634\u062e\u0635\u0647 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u062c\u0648\u0645\u06cc \u06af\u0630\u0631\u0627 \u0627\u0633\u062a\u060c \u0628\u0633\u06cc\u0627\u0631 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a.\n                <\/p>\n<\/li>\n<li><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc (Arbitrary Additional Features):<\/strong>\n<p>\n                    \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc\u060c \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0622\u0646 \u062f\u0631 \u067e\u0630\u06cc\u0631\u0634 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc (\u0645\u0627\u0646\u0646\u062f \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u062f\u0631 \u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641)\u060c \u0628\u0644\u06a9\u0647 \u0647\u0631 \u06af\u0648\u0646\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0645\u0631\u062a\u0628\u0637 (\u0645\u0627\u0646\u0646\u062f \u0631\u0646\u06af \u0633\u062a\u0627\u0631\u0647\u060c \u0645\u0648\u0642\u0639\u06cc\u062a \u0622\u0633\u0645\u0627\u0646\u06cc\u060c \u06cc\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0641\u06cc\u0632\u06cc\u06a9 \u0645\u062f\u0644) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u062a\u0645\u0627\u0645 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0647 \u0648 \u062f\u0642\u062a \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f\u060c \u0628\u062f\u0648\u0646 \u0622\u0646\u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 (Feature Engineering) \u062a\u0648\u0633\u0637 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0628\u0627\u0634\u062f.\n                <\/p>\n<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc (Interpretability):<\/strong>\n<p>\n                    \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0642\u062f\u0631\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 (\u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc) \u0628\u0631\u0627\u06cc \u062c\u0627\u0645\u0639\u0647 \u0639\u0644\u0645\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u062f\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u060c \u0628\u0647 \u0637\u0648\u0631 \u0630\u0627\u062a\u06cc\u060c \u062a\u0627 \u062d\u062f\u06cc \u0627\u0645\u06a9\u0627\u0646 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u062a\u0648\u062c\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0641\u0647\u0645\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647 \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634\u200c\u0647\u0627 \u06cc\u0627 \u0646\u0642\u0627\u0637 \u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u0633\u0631\u06cc \u062f\u0627\u062f\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u062c\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u0647 \u06cc\u06a9 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0627\u0635 \u0628\u0631\u0633\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0628\u0647 \u0627\u062e\u062a\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u062f\u0644\u0627\u06cc\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u062f\u0633\u062a \u06cc\u0627\u0628\u0646\u062f.\n                <\/p>\n<\/li>\n<li><strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc:<\/strong>\n<p>\n                    \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 <span class=\"highlight\">\u0686\u0627\u0644\u0634 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0646\u062c\u0648\u0645\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 LSST (Photometric LSST Astronomical Time-Series Classification Challenge &#8211; PLAsTiCC)<\/span> \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0646\u0645\u0627\u06cc\u0646\u062f\u0647 \u062e\u0648\u0628\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627 LSST \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0648\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 (Imbalanced Data) \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0631\u062e\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0646\u0627\u062f\u0631\u062a\u0631 \u0627\u0632 \u0633\u0627\u06cc\u0631\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f. \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f <span class=\"highlight\">\u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u06cc \u0636\u0631\u0631 (Logarithmic Loss &#8211; LogLoss)<\/span> \u0648 <span class=\"highlight\">\u0645\u0633\u0627\u062d\u062a \u0632\u06cc\u0631 \u0645\u0646\u062d\u0646\u06cc \u0645\u0634\u062e\u0635\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u06af\u06cc\u0631\u0646\u062f\u0647 (Area Under the Receiver Operating Characteristic Curve &#8211; AUC-ROC)<\/span> \u0648 <span class=\"highlight\">\u0645\u0633\u0627\u062d\u062a \u0632\u06cc\u0631 \u0645\u0646\u062d\u0646\u06cc \u062f\u0642\u062a-\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (Area Under the Precision-Recall Curve &#8211; AUC-PR)<\/span> \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.\n                <\/p>\n<\/li>\n<\/ul><\/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>\n            \u0646\u062a\u0627\u06cc\u062c \u062d\u0627\u0635\u0644 \u0627\u0632 \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627\u060c \u0628\u0633\u06cc\u0627\u0631 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0628\u0648\u062f\u0647 \u0648 \u062f\u0631\u0628\u0631\u06af\u06cc\u0631\u0646\u062f\u0647 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a:\n        <\/p>\n<ul>\n<li><strong>\u062f\u0642\u062a \u0642\u0627\u0628\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u062f \u06a9\u0647 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0639\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0642\u0627\u0628\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0639\u062f\u0645 \u062a\u0639\u0627\u062f\u0644 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0642\u06cc\u0642 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0642\u0648\u06cc \u062f\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc:<\/strong>\n<ul>\n<li>\u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 <span class=\"highlight\">\u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u06cc \u0636\u0631\u0631 0.507<\/span> \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc \u0645\u062f\u0644 \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0639\u0644\u0642 \u06cc\u06a9 \u0631\u0648\u06cc\u062f\u0627\u062f \u0628\u0647 \u06a9\u0644\u0627\u0633 \u062e\u0627\u0635 \u0627\u0633\u062a.<\/li>\n<li>\u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 <span class=\"highlight\">\u0645\u0633\u0627\u062d\u062a \u0632\u06cc\u0631 \u0645\u0646\u062d\u0646\u06cc ROC \u0628\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u06a9\u0631\u0648 (micro-averaged AUC-ROC) \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 0.98<\/span>\u060c \u0628\u06cc\u0627\u0646\u06af\u0631 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0639\u0627\u0644\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062a\u0641\u06a9\u06cc\u06a9 \u0628\u06cc\u0646 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u060c \u062d\u062a\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0627\u0645\u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<li>\u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 <span class=\"highlight\">\u0645\u0633\u0627\u062d\u062a \u0632\u06cc\u0631 \u0645\u0646\u062d\u0646\u06cc Precision-Recall \u0628\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u06a9\u0631\u0648 (micro-averaged AUC-PR) \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 0.87<\/span>\u060c \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062a\u0639\u0627\u062f\u0644 \u062e\u0648\u0628 \u0645\u062f\u0644 \u0628\u06cc\u0646 \u062f\u0642\u062a (Precision) \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (Recall) \u0627\u0633\u062a\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u06a9\u0645\u062a\u0631 \u0631\u0627\u06cc\u062c.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u062f\u0627\u0646\u0634 \u062a\u062e\u0635\u0635\u06cc:<\/strong> \u0645\u062f\u0644 \u0628\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0641\u0632\u0648\u062f\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0645\u06a9\u06cc\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u062e\u0627\u0644\u062a \u06af\u0633\u062a\u0631\u062f\u0647 \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u062f\u062a \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0639\u0645\u06cc\u0645\u200c\u067e\u0630\u06cc\u0631\u06cc:<\/strong> \u0637\u0631\u0627\u062d\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0686\u0646\u062f\u0645\u062a\u063a\u06cc\u0631\u0647\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0631 \u0627\u062e\u062a\u0631\u0634\u0646\u0627\u0633\u06cc\u060c \u0628\u0644\u06a9\u0647 \u062f\u0631 \u0633\u0627\u06cc\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627 \u0646\u06cc\u0632 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\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>\n            \u062f\u0633\u062a\u0627\u0648\u0631\u062f \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0627\u0633\u062a. \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:\n        <\/p>\n<ul>\n<li><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u06cc\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0644 \u0622\u06cc\u0646\u062f\u0647:<\/strong> \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062c\u0627\u0645\u0639\u0647 \u0646\u062c\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f LSST \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0633\u062a\u0648\u0646 \u0641\u0642\u0631\u0627\u062a \u0633\u06cc\u0633\u062a\u0645 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0639\u0645\u0644 \u06a9\u0646\u062f.<\/li>\n<li><strong>\u06a9\u0634\u0641 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u062f\u0631 \u0648 \u062c\u062f\u06cc\u062f:<\/strong> \u0628\u0627 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062f\u0642\u06cc\u0642\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u0635\u062f \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0634\u0627\u0646\u0633 \u06a9\u0634\u0641 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u060c \u063a\u06cc\u0631\u0645\u0646\u062a\u0638\u0631\u0647 \u06cc\u0627 \u062d\u062a\u06cc \u0646\u0648\u0639 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0646\u062c\u0648\u0645\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0627\u062e\u062a\u0631\u0641\u06cc\u0632\u06cc\u06a9\u06cc:<\/strong> \u0628\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0628\u062e\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u0627\u062e\u062a\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0648\u0642\u062a \u062e\u0648\u062f \u0631\u0627 \u0635\u0631\u0641 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u060c \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c \u0648 \u0637\u0631\u0627\u062d\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u06a9\u0646\u0646\u062f\u060c \u0628\u0647 \u062c\u0627\u06cc \u0635\u0631\u0641 \u0632\u0645\u0627\u0646 \u0632\u06cc\u0627\u062f \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc:<\/strong> \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u06cc\u0631\u0648\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0645\u062a\u062e\u0635\u0635 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631:<\/strong> \u062c\u0646\u0628\u0647 \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc \u0645\u062f\u0644\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627\u0639\u062b \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u067e\u06cc\u062f\u0627 \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>\n            \u0645\u0642\u0627\u0644\u0647 &#8220;\u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9&#8221; \u06cc\u06a9 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u0627\u062e\u062a\u0631\u0634\u0646\u0627\u0633\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u06af\u0630\u0631\u0627 \u062a\u0637\u0628\u06cc\u0642 \u062f\u0627\u062f\u0647 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 &#8220;\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc&#8221; \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0648 \u062d\u0641\u0638 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0641\u0633\u06cc\u0631\u067e\u0630\u06cc\u0631\u06cc\u060c \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0686\u0627\u0644\u0634 \u067e\u06cc\u0634 \u0631\u0648\u06cc \u062c\u0627\u0645\u0639\u0647 \u0646\u062c\u0648\u0645\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062d\u062c\u0645 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\n        <\/p>\n<p>\n            \u0646\u062a\u0627\u06cc\u062c \u0639\u0645\u0644\u06cc \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0639\u0627\u0644\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0646\u062c\u0648\u0645\u06cc \u0622\u06cc\u0646\u062f\u0647\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 LSST\u060c \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u062d\u0644 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0639\u0645\u0644\u06cc \u0641\u0648\u0631\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f\u060c \u0628\u0644\u06a9\u0647 \u0645\u0633\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0631\u0648\u0632\u0627\u0641\u0632\u0648\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0631 \u0627\u06a9\u062a\u0634\u0627\u0641\u0627\u062a \u0639\u0644\u0645\u06cc \u062f\u0631 \u06a9\u06cc\u0647\u0627\u0646 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.\n        <\/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 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Tarek Allam [&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 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[137319,137318],"product_tag":[107,174453,174459,174456,174458,174450,87570,172346,45998,9213,2190,1840,1245,174454,174461,174442,19,91075,174451,174457,102432,6208,174452,143361,174460,174455,174445,174444,1227,174437,10534,56714,46001,174439,105908,174448,174440,174443,174441,167103,141155,174438,174447,9209,174449,174446,261,2771],"class_list":{"0":"post-221691","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-astronomical-data","10":"product_tag-astronomical-data-mining","11":"product_tag-astronomical-instrumentation","12":"product_tag-astronomical-surveys","13":"product_tag-astronomical-transients","14":"product_tag-astronomy","15":"product_tag-automated-classification","16":"product_tag-classification","17":"product_tag-data-modeling","18":"product_tag-data-processing","19":"product_tag-deep-learning","20":"product_tag-english-tag","21":"product_tag-future-surveys","22":"product_tag-identification","23":"product_tag-lsst","24":"product_tag-machine-learning","25":"product_tag-pattern-recognition","26":"product_tag-photometric-classification","27":"product_tag-photometry","28":"product_tag-prediction","29":"product_tag-time-series-analysis","30":"product_tag-time-series-transformer","31":"product_tag-transformer-network","32":"product_tag-transient-astronomy","33":"product_tag-vera-c-rubin-observatory","34":"product_tag-174445","35":"product_tag-174444","36":"product_tag-1227","37":"product_tag-174437","38":"product_tag-10534","39":"product_tag-56714","40":"product_tag-46001","41":"product_tag-174439","42":"product_tag-105908","43":"product_tag-174448","44":"product_tag-174440","45":"product_tag-174443","46":"product_tag-174441","47":"product_tag-167103","48":"product_tag-141155","49":"product_tag-174438","50":"product_tag-174447","51":"product_tag-9209","52":"product_tag-174449","53":"product_tag-174446","54":"product_tag-261","55":"product_tag-2771","56":"pmpro-has-access","57":"desktop-align-left","58":"tablet-align-left","59":"mobile-align-left","61":"first","62":"instock","63":"downloadable","64":"virtual","65":"purchasable","66":"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 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \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, 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\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\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 \u062a\u0648\u062c\u0647 \u0628\u0647 \u067e\u062f\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0631\u0627: \u0645\u0639\u0631\u0641\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0641\u0648\u062a\u0648\u0645\u062a\u0631\u06cc\u06a9 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Tarek Allam [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/2105-06178\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta 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