{"id":27399,"date":"2026-09-20T18:37:06","date_gmt":"2026-09-20T15:07:06","guid":{"rendered":"https:\/\/hamrah.academy\/blog\/?p=27399"},"modified":"2026-09-23T12:32:42","modified_gmt":"2026-09-23T09:02:42","slug":"what-is-confusion-matrix","status":"publish","type":"post","link":"https:\/\/hamrah.academy\/blog\/what-is-confusion-matrix\/","title":{"rendered":"\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u0627 Confusion Matrix \u0686\u06cc\u0633\u062a\u061f | \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647"},"content":{"rendered":"\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u0627 \u0647\u0645\u0627\u0646 Confusion Matrix \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0646\u062a\u0627\u06cc\u062c \u0648\u0627\u0642\u0639\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0634\u062e\u0635 \u0634\u0648\u062f \u06a9\u062f\u0627\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627 \u062f\u0631\u0633\u062a \u06cc\u0627 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0648\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n\n\n\n<p>\u0648\u0642\u062a\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062c\u0632\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TP\u060c TN\u060c FP \u0648 FN \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062fAccuracy \u060cPrecision \u060c Recall \u0648 F1-Score \u0631\u0627 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u062a\u0627\u0646 \u0631\u0627 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0628\u0647\u062a\u0631 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0686\u06cc\u0633\u062a\u061f<\/h2>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u062c\u062f\u0648\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 <a href=\"https:\/\/hamrah.academy\/blog\/machine-learning\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0627\u0633\u062a. \u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u06a9\u0633 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0646\u062a\u0627\u06cc\u062c \u0648\u0627\u0642\u0639\u06cc\u0650 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u0645\u0627\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u062f\u0631 \u0648\u0627\u0642\u0639 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u0650 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631\u0650 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f \u062a\u0627 \u0628\u0627 \u0647\u0645 \u0645\u0642\u0627\u06cc\u0633\u0647\u200c\u0634\u0627\u0646 \u06a9\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u062f\u0631\u0633\u062a \u06cc\u0627 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0648\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0628\u0647 \u0622\u0646 \u00ab\u0645\u0627\u062a\u0631\u06cc\u0633 \u062e\u0637\u0627\u00bb (Error Matrix) \u0647\u0645 \u0645\u06cc\u200c\u06af\u0648\u06cc\u0646\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/confusion-matrix-machine-learning.jpg\" alt=\"\u0646\u0645\u0627\u06cc\u0634 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u0627 Confusion Matrix \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc\" class=\"wp-image-27691\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/confusion-matrix-machine-learning.jpg 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/confusion-matrix-machine-learning-300x192.jpg 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0635\u0644\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u0633\u0627\u062e\u062a\u0646\u0650 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0627\u0633\u062a. \u0686\u0648\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0645\u0627\u0646\u0646\u062f Precision \u0648 Recall \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc <a href=\"https:\/\/hamrah.academy\/blog\/types-of-machine-learning-algorithms\/\">\u0627\u0646\u0648\u0627\u0639 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc<\/a> \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u0627\u0646\u0646\u062f Na\u00efve Bayes\u060c \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0648 \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f scikit-learn \u062f\u0631 <a href=\"https:\/\/hamrah.academy\/blog\/what-is-python\/\">\u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0647\u0645  \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u062d\u062a \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u0645\u0627\u0646 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0646\u062f.<\/p>\n\n\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/1099?utm_source=banner&#038;utm_medium=blog&#038;utm_campaign=article&#038;utm_ti&#038;utm_term=academy&#038;utm_content=article\" aria-label=\"View course: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647\" data-course-id=\"1099\" data-course-title=\"\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647\">\r\n\t\t<div class=\"abc-course-card__image-wrap\">\r\n\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__image\" src=\"https:\/\/asset.hamrah.academy\/filebrowser\/api\/public\/dl\/rduX5NiG\/minio\/6fb69121-166a-4a5d-bc89-53d9e5c63975Data%20science%20copy%206.webp\" alt=\"\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647\">\r\n\t\t\t\t\t<\/div>\r\n\t\t<div class=\"abc-course-card__body\">\r\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__teacher-avatar\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/c1c5bf0d-af86-47dc-ab17-f65633802362.webp\" alt=\"\u0645\u0633\u0639\u0648\u062f \u06a9\u0627\u0648\u06cc\u0627\u0646\u06cc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0645\u0633\u0639\u0648\u062f \u06a9\u0627\u0648\u06cc\u0627\u0646\u06cc<\/span>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#6b7280\">\u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/span>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n<span>\n    <img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-19.svg\" alt=\"\">\n\t\t\t\t    <span class=\"abc-course-card__rating-score\">\n        \u06f4,\u06f0    <\/span>\n\n     (\u06f1\u06f5\u06f4\u06f5 \u0631\u0627\u06cc)\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> \u06f7\u06f9\u06f1\u06f2 \u0646\u0641\u0631<\/span>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> \u06f1\u06f6\u06f0 \u0633\u0627\u0639\u062a \u0648 \u06f2\u06f9 \u062f\u0642\u06cc\u0642\u0647<\/span>\r\n\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div> -->\r\n\t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/a>\r\n\t\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u062c\u0632\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc<\/h2>\n\n\n\n<p>\u0627\u062c\u0631\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0634\u0627\u0645\u0644 \u0686\u0647\u0627\u0631 \u0628\u062e\u0634 \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0686\u0647\u0627\u0631 \u062f\u0633\u062a\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/components-of-confusion-matrix.webp\" alt=\"\u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0634\u0627\u0645\u0644 True Positive\u060c True Negative\u060c False Positive \u0648 False Negative \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\" class=\"wp-image-27696\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/components-of-confusion-matrix.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/components-of-confusion-matrix-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">True Positive (TP)<\/h3>\n\n\n\n<p>\u0645\u062b\u0628\u062a\u0650 \u062f\u0631\u0633\u062a (TP) \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062b\u0628\u062a \u0631\u0627 \u0628\u0647\u200c\u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc \u0646\u06cc\u0632 \u0645\u062b\u0628\u062a \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/true-positive-tp-confusion-matrix.webp\" alt=\"\u0645\u0641\u0647\u0648\u0645 True Positive \u06cc\u0627 TP \u062f\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0631\u0633\u062a \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062b\u0628\u062a \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\" class=\"wp-image-27695\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/true-positive-tp-confusion-matrix.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/true-positive-tp-confusion-matrix-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">True Negative (TN)<\/h3>\n\n\n\n<p>\u0645\u0646\u0641\u06cc\u0650 \u062f\u0631\u0633\u062a (TN) \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0646\u0641\u06cc \u0631\u0627 \u0628\u0647\u200c\u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc \u0646\u06cc\u0632 \u0645\u0646\u0641\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">False Positive (FP)<\/h3>\n\n\n\n<p>\u0645\u062b\u0628\u062a\u0650 \u06a9\u0627\u0630\u0628 (FP) \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647\u200c\u0627\u0634\u062a\u0628\u0627\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0645\u062b\u0628\u062a \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647\u060c \u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc \u0645\u0646\u0641\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0627\u06cc\u0646 \u062e\u0637\u0627 \u062e\u0637\u0627\u06cc \u0646\u0648\u0639 \u0627\u0648\u0644 (Type I Error) \u0646\u06cc\u0632 \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">False Negative (FN)<\/h3>\n\n\n\n<p>\u0645\u0646\u0641\u06cc\u0650 \u06a9\u0627\u0630\u0628 (FN) \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647\u200c\u0627\u0634\u062a\u0628\u0627\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0646\u0641\u06cc \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647\u060c \u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u062b\u0628\u062a \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0627\u06cc\u0646 \u062e\u0637\u0627 \u062e\u0637\u0627\u06cc \u0646\u0648\u0639 \u062f\u0648\u0645 (Type II Error) \u0647\u0645 \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc<\/strong><\/td><td><strong>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062b\u0628\u062a<\/strong><\/td><td><strong>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0646\u0641\u06cc<\/strong><\/td><\/tr><tr><td>\u0645\u062b\u0628\u062a \u0648\u0627\u0642\u0639\u06cc<\/td><td>\u0645\u062b\u0628\u062a\u0650 \u062f\u0631\u0633\u062a (TP)<\/td><td>\u0645\u0646\u0641\u06cc\u0650 \u06a9\u0627\u0630\u0628 (FN)<\/td><\/tr><tr><td>\u0645\u0646\u0641\u06cc \u0648\u0627\u0642\u0639\u06cc<\/td><td>\u0645\u062b\u0628\u062a\u0650 \u06a9\u0627\u0630\u0628 (FP)<\/td><td>\u0645\u0646\u0641\u06cc\u0650 \u062f\u0631\u0633\u062a (TN)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-right\">\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0686\u06af\u0648\u0646\u0647 \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/h2>\n\n\n\n<p>\u062f\u0631 \u06cc\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc\u060c \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0647\u0633\u062a\u0646\u062f \u0648 \u0633\u0637\u0631\u0647\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc\u0650 \u0647\u0645\u0627\u0646 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u0627\u0644\u0628\u062a\u0647 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0628\u0639\u0636\u06cc \u0645\u0642\u0627\u0644\u0647\u200c\u0647\u0627 \u0648 \u067e\u0698\u0648\u0647\u0634\u200c\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062c\u0627\u06cc \u0633\u0637\u0631\u0647\u0627 \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u0628\u0631\u0639\u06a9\u0633 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u0642\u0637\u0631 \u0627\u0635\u0644\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u060c \u0647\u0645\u0627\u0646 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a\u0650 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0647\u0633\u062a\u0646\u062f. \u0628\u0642\u06cc\u0647 \u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0645 \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0642\u06cc\u0642\u0627 \u06a9\u062c\u0627\u0647\u0627 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u0646\u062f\u0627\u062f\u0647 \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0634\u062a\u0628\u0627\u0647\u06cc \u0628\u0647 \u06a9\u0644\u0627\u0633 \u062f\u06cc\u06af\u0631\u06cc \u0646\u0633\u0628\u062a \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc<\/h2>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0646\u062a\u0627\u06cc\u062c \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0645\u062b\u0644\u0627 Accuracy \u060cPrecision \u060cRecall \u0648 F1-Score \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Accuracy<\/h3>\n\n\n\n<p>\u0645\u0639\u06cc\u0627\u0631 Accuracy \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0686\u0646\u062f \u062f\u0631\u0635\u062f \u0627\u0632 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u0634 \u0631\u0627 \u062f\u0631\u0633\u062a \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u062f\u06cc\u062f\u0650 \u06a9\u0644\u06cc \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0648\u0644\u06cc \u0627\u06af\u0631 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0628\u0627 \u0647\u0645 \u062a\u0641\u0627\u0648\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f (\u0646\u0627\u0645\u062a\u0648\u0627\u0632\u0646 \u0628\u0627\u0634\u0646\u062f)\u060c Accuracy \u0645\u0645\u06a9\u0646\u0647 \u06af\u0645\u0631\u0627\u0647\u200c\u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u0645\u062b\u0644\u0627 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u062f\u0644 \u0627\u06a9\u062b\u0631 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0650 \u067e\u0631\u062a\u0639\u062f\u0627\u062f \u0631\u0627 \u062f\u0631\u0633\u062a \u062d\u062f\u0633 \u0645\u06cc\u200c\u0632\u0646\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a Accuracy \u0628\u0627\u0644\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f\u060c \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u062a\u0648\u0627\u0646\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u062f\u06cc\u06af\u0631 \u0631\u0627 \u062f\u0631\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u0647\u0645\u06cc\u0646\u060c Accuracy \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0627\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0646\u06cc\u0633\u062a.<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u0641\u0631\u0645\u0648\u0644 Accuracy:<\/p>\n\n\n\n<p class=\"has-text-align-center\">Accuracy = (TP + TN) \/ (TP + TN + FP + FN)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Precision<\/h3>\n\n\n\n<p>\u0645\u0639\u06cc\u0627\u0631 Precision \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0627\u0632 \u0628\u06cc\u0646 \u062a\u0645\u0627\u0645 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u062e\u0627\u0635 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0686\u0646\u062f\u062a\u0627\u06cc\u0634\u0627\u0646 \u0648\u0627\u0642\u0639\u0627 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u0622\u0646 \u06a9\u0644\u0627\u0633 \u0628\u0648\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u00ab\u0627\u0631\u0632\u0634 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062b\u0628\u062a\u00bb (Positive Predictive Value \u06cc\u0627 \u0647\u0645\u0627\u0646 PPV) \u0647\u0645 \u0645\u06cc\u200c\u06af\u0648\u06cc\u0646\u062f.<\/p>\n\n\n\n<p>Precision \u0648\u0642\u062a\u06cc \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06a9\u0627\u0647\u0634 \u0645\u062b\u0628\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 (FP) \u0645\u0647\u0645 \u0628\u0627\u0634\u062f. \u06cc\u0639\u0646\u06cc \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u0648\u0627\u0631\u062f\u0650 \u0645\u062b\u0628\u062a\u0650 \u06a9\u0627\u0630\u0628 \u06cc\u0627 \u0647\u0645\u0627\u0646 FP \u0631\u0627 \u062a\u0627 \u062c\u0627\u06cc \u0645\u0645\u06a9\u0646 \u06a9\u0645 \u06a9\u0646\u06cc\u0645. \u0645\u062b\u0644\u0627 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0645\u06cc\u0644\u200c\u0647\u0627\u06cc \u0647\u0631\u0632 \u06cc\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0642\u0644\u0628\u060c Precision \u0646\u0642\u0634 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u0641\u0631\u0645\u0648\u0644 Precision:<\/p>\n\n\n\n<p class=\"has-text-align-center\">Precision = TP \/ (TP + FP)<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/spam-email-detection-confusion-matrix.webp\" alt=\"\u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0645\u06cc\u0644 \u0627\u0633\u067e\u0645 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u06cc\u0627\u0645\u200c\u0647\u0627\u06cc \u0646\u0627\u062e\u0648\u0627\u0633\u062a\u0647\" class=\"wp-image-27697\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/spam-email-detection-confusion-matrix.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/spam-email-detection-confusion-matrix-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Recall<\/h3>\n\n\n\n<p>Recall \u0645\u0639\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u0645\u06cc\u200c\u06af\u0648\u06cc\u062f \u0645\u062f\u0644 \u0686\u0647 \u0646\u0633\u0628\u062a\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u0650 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u062f\u0631\u0633\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u060c \u00ab\u062d\u0633\u0627\u0633\u06cc\u062a\u00bb (Sensitivity) \u06cc\u0627 \u00ab\u0646\u0631\u062e \u0645\u062b\u0628\u062a \u0648\u0627\u0642\u0639\u06cc\u00bb (True Positive Rate \u06cc\u0627 TPR) \u0647\u0645 \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0646\u0642\u0634 Recall \u0632\u0645\u0627\u0646\u06cc \u0645\u0647\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646\u0650 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062b\u0628\u062a\u060c \u067e\u06cc\u0627\u0645\u062f\u0647\u0627\u06cc \u062e\u06cc\u0644\u06cc \u0628\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0628\u0647 \u0641\u0631\u0636 \u0645\u062b\u0627\u0644 \u062f\u0631 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc \u0627\u0635\u0644\u0627 \u0646\u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u0628\u06cc\u0645\u0627\u0631 \u0631\u0627 \u0627\u0634\u062a\u0628\u0627\u0647\u06cc \u0633\u0627\u0644\u0645 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645.<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u0641\u0631\u0645\u0648\u0644 Recall:<\/p>\n\n\n\n<p class=\"has-text-align-center\">Recall = TP \/ (TP + FN)<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/recall-metric-confusion-matrix.webp\" alt=\"\u0645\u0639\u06cc\u0627\u0631 Recall \u062f\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062b\u0628\u062a \u0648\u0627\u0642\u0639\u06cc \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\" class=\"wp-image-27694\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/recall-metric-confusion-matrix.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/recall-metric-confusion-matrix-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-right\">F1-Score<\/h3>\n\n\n\n<p>\u0645\u0639\u06cc\u0627\u0631 F1-Score \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 Precision \u0648 Recall \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u0639\u06cc\u0627\u0631\u060c \u062a\u0639\u0627\u062f\u0644 \u0645\u0646\u0637\u0642\u06cc \u0628\u0631\u0642\u0631\u0627\u0631 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0645\u062e\u0635\u0648\u0635\u0627 \u062f\u0631 \u0645\u0648\u0627\u0642\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\u200c\u200c\u0647\u0627\u06cc\u0645\u0627\u0646 \u0646\u0627\u0645\u062a\u0648\u0627\u0632\u0646 \u0628\u0627\u0634\u062f \u0648 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u062f\u0631 \u0622\u0646\u200c \u0628\u0631\u0627\u0628\u0631 \u0646\u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u0628\u0647 \u062e\u0627\u0637\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0648\u0642\u062a\u06cc \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 Recall \u0631\u0627 \u0628\u0627\u0644\u0627 \u0628\u0628\u0631\u06cc\u0645\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u062f\u0644 \u0628\u0639\u0636\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u062a\u0639\u0644\u0642 \u0646\u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u062f\u0631 \u0647\u0645\u0627\u0646 \u06a9\u0644\u0627\u0633 \u0642\u0631\u0627\u0631 \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0645\u062b\u0628\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0630\u0628 (FP) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 Precision \u0634\u0648\u0646\u062f. F1-Score \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 Precision \u0648 Recall\u060c \u062f\u06cc\u062f \u06a9\u0644\u06cc\u200c\u062a\u0631\u06cc \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n<p>F1-Score \u0628\u0627 \u0646\u0627\u0645\u200c\u0647\u0627\u06cc F-Score \u0648 F-Measure \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0647\u0627\u0631\u0645\u0648\u0646\u06cc\u06a9 Precision \u0648 Recall \u0627\u0633\u062a.<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u0641\u0631\u0645\u0648\u0644 F1-Score:<\/p>\n\n\n\n<p class=\"has-text-align-center\">F1-Score = \u06f2 \u00d7 (Precision \u00d7 Recall) \/ (Precision + Recall)<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/f1-score-confusion-matrix-evaluation.webp\" alt=\"\u0645\u0639\u06cc\u0627\u0631 F1-Score \u062f\u0631 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 Precision \u0648 Recall\" class=\"wp-image-27693\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/f1-score-confusion-matrix-evaluation.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/f1-score-confusion-matrix-evaluation-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644<\/h2>\n\n\n\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u062f\u0631 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648&nbsp; \u0627\u0632 \u0627\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u00ab\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc\u00bb \u0647\u0645 \u062f\u0642\u06cc\u0642\u0627 \u062f\u0631 \u0647\u0645\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0647\u200c\u06a9\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u0646\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639\u060c \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0627\u0647\u062a\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc\u06cc \u0646\u0638\u06cc\u0631\u0650 \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631\u06cc \u062f\u0627\u062f\u0647\u060c \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0648 <a href=\"https:\/\/hamrah.academy\/blog\/what-is-data-science\/\">\u0639\u0644\u0645 \u062f\u0627\u062f\u0647 <\/a>\u0628\u0627\u0632 \u06a9\u0646\u062f.<\/p>\n\n\n\n<p><a href=\"https:\/\/hamrah.academy\/\">\u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644<\/a> \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u06f3 \u0645\u0633\u06cc\u0631 \u0634\u0627\u0645\u0644 \u00ab\u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647\u00bb\u060c \u00ab\u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\u00bb \u0648 \u00ab\u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647\u00bb \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u06f3\u06f0 \u062f\u0648\u0631\u0647 \u0647\u0633\u062a\u0646\u062f. \u0627\u06af\u0631 \u062a\u0627\u0632\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0648\u0627\u0631\u062f \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0634\u0648\u06cc\u062f\u060c \u062f\u0648\u0631\u0647 \u00ab\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647\u00bb \u062f\u0648\u0631\u0647\u200c\u0627\u06cc \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0648 \u0628\u062f\u0648\u0646 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0634\u0631\u0648\u0639 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0645\u0628\u0627\u062d\u062b \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>\ud83d\udce5 <a href=\"https:\/\/hamrah.academy\/course\/1099\/fundamentals-and-roadmap-of-data-science\/\"><strong>\u062f\u0648\u0631\u0647 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/strong><\/a><\/p>\n\n\n\n<p>\ud83d\udce5 <a href=\"https:\/\/hamrah.academy\/category\/9\/\"><strong>\u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/strong><\/a><\/p>\n\n\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/4046?utm_source=banner&#038;utm_medium=blog&#038;utm_campaign=article&#038;utm_ti&#038;utm_term=academy&#038;utm_content=article\" aria-label=\"View course: \u0648\u0628\u06cc\u0646\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\" data-course-id=\"4046\" data-course-title=\"\u0648\u0628\u06cc\u0646\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\">\r\n\t\t<div class=\"abc-course-card__image-wrap\">\r\n\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__image\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/0939b10b-5b6e-43ad-8c4c-fa2427e2bec9.webp\" alt=\"\u0648\u0628\u06cc\u0646\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\">\r\n\t\t\t\t\t<\/div>\r\n\t\t<div class=\"abc-course-card__body\">\r\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647<\/span>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#6b7280\">\u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/span>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0648\u0628\u06cc\u0646\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n<span>\n    <img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-19.svg\" alt=\"\">\n\t\t\t\t\t\t\t\t\t(\u06a9\u0645\u062a\u0631 \u0627\u0632 \u06f5 \u0631\u0627\u06cc)\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> \u06f3\u06f9\u06f9 \u0646\u0641\u0631<\/span>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> \u06f6\u06f0 \u0633\u0627\u0639\u062a \u0648 \u06f2\u06f5 \u062f\u0642\u06cc\u0642\u0647<\/span>\r\n\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div> -->\r\n\t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/a>\r\n\t\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u062b\u0627\u0644 \u0633\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc<\/h2>\n\n\n\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u00ab\u0633\u06af\u00bb \u06cc\u0627 \u00ab\u063a\u06cc\u0631\u0633\u06af\u00bb \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c \u06f1\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0631\u0633\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0634\u0645\u0627\u0631\u0647<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u062f\u0644<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0646\u062a\u06cc\u062c\u0647<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f1<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TP<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f2<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">FN<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f3<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TP<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f4<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TN<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f5<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TP<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f6<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">FP<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f7<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TP<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f8<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TP<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f9<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TN<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f1\u06f0<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u063a\u06cc\u0631\u0633\u06af<\/td><td class=\"has-text-align-center\" data-align=\"center\">TN<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0639\u062f\u0627\u062f \u0648\u0627\u0642\u0639\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0633\u06af: \u06f6<\/li>\n\n\n\n<li>\u062a\u0639\u062f\u0627\u062f \u0648\u0627\u0642\u0639\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u063a\u06cc\u0631\u0633\u06af: \u06f4<\/li>\n\n\n\n<li>True Positive (TP): \u06f5<\/li>\n\n\n\n<li>False Positive (FP): \u06f1<\/li>\n\n\n\n<li>True Negative (TN): \u06f3<\/li>\n\n\n\n<li>False Negative (FN): \u06f1<\/li>\n<\/ul>\n\n\n\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0648\u0627\u0642\u0639\u06cc\u062a<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc: \u0633\u06af<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc: \u063a\u06cc\u0631\u0633\u06af<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0633\u06af<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">TP = \u06f5<\/td><td class=\"has-text-align-center\" data-align=\"center\">FN = \u06f1<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0633\u06af<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">FP = \u06f1<\/td><td class=\"has-text-align-center\" data-align=\"center\">TN = \u06f3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-center\">\u067e\u06cc\u0648\u0646\u062f \u06cc\u06a9\u062a\u0627: confusion-matrix<br>\u0646\u0627\u0645 \u0641\u0627\u06cc\u0644: confusion-matrix.png<br>\u0645\u062a\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646: \u0646\u0645\u0627\u06cc\u0634 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645\u200c\u0631\u06cc\u062e\u062a\u06af\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0633\u06af \u0648 \u063a\u06cc\u0631\u0633\u06af \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 TP\u060c TN\u060c FP \u0648 FN<\/p>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633\u060c \u0633\u0637\u0631\u0647\u0627 \u0646\u062a\u06cc\u062c\u0647 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0633\u062a\u0648\u0646\u200c\u0647\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u062f\u0631 \u0642\u0637\u0631 \u0627\u0635\u0644\u06cc\u060c \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f. \u06cc\u0639\u0646\u06cc \u06f5 \u0645\u0648\u0631\u062f \u0633\u06af \u06a9\u0647 \u0628\u0647\u200c\u062f\u0631\u0633\u062a\u06cc \u0633\u06af \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f (TP) \u0648 \u06f3 \u0645\u0648\u0631\u062f \u063a\u06cc\u0631\u0633\u06af \u06a9\u0647 \u0628\u0647\u200c\u062f\u0631\u0633\u062a\u06cc \u063a\u06cc\u0631\u0633\u06af \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f (TN). \u062f\u0648 \u062e\u0627\u0646\u0647 \u062f\u06cc\u06af\u0631\u060c \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u06cc\u0639\u0646\u06cc \u06f1 \u0645\u0648\u0631\u062f \u0633\u06af \u06a9\u0647 \u063a\u06cc\u0631\u0633\u06af \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a (FN) \u0648 \u06f1 \u0645\u0648\u0631\u062f \u063a\u06cc\u0631\u0633\u06af \u06a9\u0647 \u0633\u06af \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a (FP).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc<\/h2>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0647 \u0622\u0646 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0639\u06cc\u0627\u0631 Accuracy \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u067e\u06cc\u0634\u200c\u062a\u0631 \u0647\u0645 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f\u06cc\u0645\u060c \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0627\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0646\u06cc\u0633\u062a. \u0686\u0648\u0646 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u062a\u0641\u0627\u0648\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c Accuracy \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06af\u0645\u0631\u0627\u0647\u200c\u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u0645\u062b\u0644\u0627 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u062f\u0644\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u067e\u0631\u062a\u0639\u062f\u0627\u062f \u0631\u0627 \u0628\u0647\u200c\u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a Accuracy \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u062f\u06cc\u06af\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0646\u0627\u0633\u0628\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<p>\u062f\u0648\u0645\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0645 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 F1-Score \u0627\u0633\u062a. \u0686\u0648\u0646 F1-Score \u0628\u0647 Precision \u0648 Recall \u0648\u0632\u0646 \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u0639\u06cc\u0627\u0631 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0647\u0645\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647\u200c\u062d\u0644\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0627\u0635\u0644\u0627\u062d\u200c\u0634\u062f\u0647 F1-Score \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645\u200c\u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \u0648 \u0646\u0627\u062f\u0631\u0633\u062a \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n<p>\u0645\u0627 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0645\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062b\u0644 Accuracy \u060cPrecision \u060cRecall \u0648 F1-Score \u0631\u0627 \u062d\u0633\u0627\u0628 \u06a9\u0646\u06cc\u0645. \u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0641\u0642\u0637 \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0645\u0633\u0627\u0626\u0644\u0650 \u062f\u0648 \u06a9\u0644\u0627\u0633\u0647 \u0646\u06cc\u0633\u062a. \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc \u0648 \u0686\u0646\u062f\u06a9\u0644\u0627\u0633\u0647 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/4032?utm_source=banner&#038;utm_medium=blog&#038;utm_campaign=article&#038;utm_ti&#038;utm_term=academy&#038;utm_content=article\" aria-label=\"View course: \u062f\u0627\u0633\u062a\u0627\u0646 \u0633\u0631\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\" data-course-id=\"4032\" data-course-title=\"\u062f\u0627\u0633\u062a\u0627\u0646 \u0633\u0631\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\">\r\n\t\t<div class=\"abc-course-card__image-wrap\">\r\n\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__image\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/b81735c4-c6fa-409b-b9de-d583cbba4992.webp\" alt=\"\u062f\u0627\u0633\u062a\u0627\u0646 \u0633\u0631\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\">\r\n\t\t\t\t\t<\/div>\r\n\t\t<div class=\"abc-course-card__body\">\r\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\r\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__teacher-avatar\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/271c6987-c8b5-4222-aeac-84e1bc18338f.jpg\" alt=\"\u0645\u0647\u062f\u06cc  \u0646\u0627\u0635\u0631\u06cc\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0645\u0647\u062f\u06cc  \u0646\u0627\u0635\u0631\u06cc<\/span>\r\n\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#6b7280\">\u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/span>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u062f\u0627\u0633\u062a\u0627\u0646 \u0633\u0631\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n<span>\n    <img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-19.svg\" alt=\"\">\n\t\t\t\t\t\t\t\t\t(\u06a9\u0645\u062a\u0631 \u0627\u0632 \u06f5 \u0631\u0627\u06cc)\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> \u06f6\u06f7 \u0646\u0641\u0631<\/span>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> \u06f3\u06f0\u06f5 \u0633\u0627\u0639\u062a \u0648 \u06f1\u06f3 \u062f\u0642\u06cc\u0642\u0647<\/span>\r\n\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\r\n\t\t\t\t\t\t\t\t<div>\r\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u06f1,\u06f9\u06f0\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div> -->\r\n\t\t\t\t\t<div class=\"abc-course-card__price\"><\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/a>\r\n\t\n\n\n\n<h2 class=\"wp-block-heading\">\u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 (FAQ)<\/h2>\n\n\n\n<p>\u0645\u0637\u0627\u0644\u0639\u0647 \u067e\u0627\u0633\u062e \u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u06a9\u0645\u06a9\u200c\u062a\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u06cc\u062f \u0631\u0648\u0634\u0646\u200c\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u0648\u0636\u0648\u0639 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0639\u0644\u0627\u0648\u0647\u200c\u0628\u0631\u0627\u06cc\u0646 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0634\u0645\u0627 \u0647\u0645 \u0646\u0638\u0631\u0627\u062a \u0648 \u0633\u0648\u0627\u0644\u0627\u062a\u200c\u062a\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0628\u062e\u0634 \u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627 \u0628\u0627 \u0645\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f1- \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645\u200c\u0631\u06cc\u062e\u062a\u06af\u06cc \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u06a9\u0633 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0648\u0627\u0642\u0639\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \u0648 \u0646\u0627\u062f\u0631\u0633\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f2- \u0686\u0647\u0627\u0631 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc Confusion Matrix \u06a9\u062f\u0627\u0645\u200c\u0627\u0646\u062f\u061f<\/h3>\n\n\n\n<p>\u0686\u0647\u0627\u0631 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0634\u0627\u0645\u0644 True Positive (TP) \u06cc\u0627 \u0645\u062b\u0628\u062a\u0650 \u062f\u0631\u0633\u062a\u060c True Negative (TN) \u06cc\u0627 \u0645\u0646\u0641\u06cc\u0650 \u062f\u0631\u0633\u062a\u060c False Positive (FP) \u06cc\u0627 \u0645\u062b\u0628\u062a\u0650 \u06a9\u0627\u0630\u0628 \u0648 False Negative (FN) \u06cc\u0627 \u0645\u0646\u0641\u06cc\u0650 \u06a9\u0627\u0630\u0628 \u0647\u0633\u062a\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f3- \u062a\u0641\u0627\u0648\u062a Precision \u0648 Recall \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>Precision \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0686\u0647 \u0646\u0633\u0628\u062a\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647\u060c \u0648\u0627\u0642\u0639\u0627 \u0628\u0647 \u0647\u0645\u0627\u0646 \u06a9\u0644\u0627\u0633 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u0646\u062f. \u0627\u0645\u0627 Recall \u0628\u0647 \u0645\u0627 \u0645\u06cc\u200c\u06af\u0648\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0686\u0647 \u0646\u0633\u0628\u062a\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f4- \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645\u200c\u0631\u06cc\u062e\u062a\u06af\u06cc \u0686\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0627\u0631\u062f\u061f<\/h3>\n\n\n\n<p>\u0627\u0635\u0644\u06cc\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc\u060c \u0647\u0645\u0627\u0646 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a. \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Accuracy \u060cPrecision \u060cRecall \u0648 F1-Score \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"478\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/applications-of-confusion-matrix.webp\" alt=\"\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u062e\u0637\u0627\u0647\u0627 \u0648 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\" class=\"wp-image-27699\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/applications-of-confusion-matrix.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/09\/applications-of-confusion-matrix-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f5- \u0622\u06cc\u0627 Confusion Matrix \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/h3>\n\n\n\n<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a \u0648 \u062f\u0631 \u062f\u0631 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc \u0648 \u0647\u0645 \u062f\u0631 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0686\u0646\u062f\u06a9\u0644\u0627\u0633\u0647 \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u062c\u0648\u0627\u0628 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n<p>\u0645\u0646\u0628\u0639:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.geeksforgeeks.org\/machine-learning\/confusion-matrix-machine-learning\/\">geeksforgeeks<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ibm.com\/think\/topics\/confusion-matrix\">ibm<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u0627 \u0647\u0645\u0627\u0646 Confusion Matrix \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u06cc\u0646 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0646\u062a\u0627\u06cc\u062c \u0648\u0627\u0642\u0639\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0634\u062e\u0635 \u0634\u0648\u062f \u06a9\u062f\u0627\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627 \u062f\u0631\u0633\u062a \u06cc\u0627 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0648\u062f\u0647\u200c\u0627\u0646\u062f. \u0648\u0642\u062a\u06cc \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062c\u0632\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TP\u060c [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":27698,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[53,55,54,59],"class_list":["post-27399","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","tag-53","tag-55","tag-54","tag-59"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645 \u0631\u06cc\u062e\u062a\u06af\u06cc \u06cc\u0627 Confusion Matrix \u0686\u06cc\u0633\u062a\u061f | \u0628\u06cc\u0627\u0646 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