{"id":24420,"date":"2026-05-25T10:56:28","date_gmt":"2026-05-25T07:26:28","guid":{"rendered":"https:\/\/hamrah.academy\/blog\/?p=22776"},"modified":"2026-07-13T17:08:09","modified_gmt":"2026-07-13T13:38:09","slug":"ai-learning-roadmap","status":"publish","type":"post","link":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/","title":{"rendered":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06f1\u06f4\u06f0\u06f5 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u0647\u062f\u0641\u0645\u0646\u062f\u062a\u0631 \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u200c\u06cc\u0627\u0641\u062a\u0647\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f\u061b \u0633\u067e\u0633 \u0628\u0647 \u0633\u0631\u0627\u063a \u0645\u0628\u0627\u062d\u062b \u0645\u0647\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c <a href=\"https:\/\/hamrah.academy\/blog\/natural-language-processing\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/a> \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u200c\u0631\u0648\u06cc\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0626\u0648\u0631\u06cc\u060c \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0646\u06cc\u0632 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062a\u0642\u0648\u06cc\u062a \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u0648 \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u0646 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062f\u0627\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0633\u0627\u0644 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0639\u062a\u0628\u0631 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2 style=\"text-align: justify;\">\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0628\u0647\u200c\u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f. \u0686\u0648\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0628\u0627 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0648\u0628\u0631\u0648 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u0627\u0632 \u06a9\u062c\u0627 \u0628\u0627\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u0686\u0647 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647\u200c\u062a\u0631\u062a\u06cc\u0628 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0631\u0648\u06cc \u0686\u0647 \u0645\u0628\u0627\u062d\u062b\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-25473\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/artificial-intelligence-learning-roadma.webp\" alt=\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0632 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u062a\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0633\u0627\u062e\u062a \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc.\" width=\"748\" height=\"478\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/artificial-intelligence-learning-roadma.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/artificial-intelligence-learning-roadma-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc <a href=\"https:\/\/hamrah.academy\/blog\/artificial-intelligence\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a>\u060c \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0627\u0632 \u0647\u0645\u0627\u0646 \u0627\u0628\u062a\u062f\u0627 \u0648\u0627\u0631\u062f \u0645\u0628\u0627\u062d\u062b \u0633\u0646\u06af\u06cc\u0646 \u0648 \u062a\u062e\u0635\u0635\u06cc \u0634\u0648\u06cc\u062f. \u0627\u06af\u0631 \u0645\u0633\u06cc\u0631 \u062f\u0631\u0633\u062a\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0631\u062d\u0644\u0647\u200c\u0628\u0647\u200c\u0645\u0631\u062d\u0644\u0647 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0628\u0631\u0633\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0626\u0648\u0631\u06cc\u060c \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0622\u0645\u0627\u062f\u0647\u200c\u062a\u0631 \u0634\u0648\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f:<\/p>\n<table width=\"616\">\n<tbody>\n<tr>\n<td width=\"321\">\u0645\u0646\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/td>\n<td width=\"295\">\u0645\u0631\u0627\u062d\u0644 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647<\/td>\n<\/tr>\n<tr>\n<td width=\"321\">\u062f\u0648\u0631\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 + \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a<\/td>\n<td width=\"295\">\u06af\u0627\u0645 \u06f1: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647<\/td>\n<\/tr>\n<tr>\n<td width=\"321\"><a href=\"https:\/\/hamrah.academy\/course\/3169\/unsupervised-learning\">\u062f\u0648\u0631\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a<\/a><\/td>\n<td width=\"295\">\u06af\u0627\u0645 \u06f2: \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/td>\n<\/tr>\n<tr>\n<td width=\"321\"><a href=\"https:\/\/hamrah.academy\/course\/1120\/deep-learning\">\u062f\u0648\u0631\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><\/td>\n<td width=\"295\">\u06af\u0627\u0645 \u06f3: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/td>\n<\/tr>\n<tr>\n<td width=\"321\"><a href=\"https:\/\/hamrah.academy\/course\/3346\/natural-language-processing-with-deep-learning\">\u062f\u0648\u0631\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a><\/td>\n<td width=\"295\">\u06af\u0627\u0645 \u06f4: NLP \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f<\/td>\n<\/tr>\n<tr>\n<td width=\"321\"><a href=\"https:\/\/hamrah.academy\/course\/1090\/ai-and-python-bootcamp\">\u0628\u0648\u062a\u200c\u06a9\u0645\u067e \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a><\/td>\n<td width=\"295\">\u06af\u0627\u0645 \u06f5: \u067e\u0631\u0648\u0698\u0647 \u0639\u0645\u0644\u06cc \u0648 \u0633\u0627\u062e\u062a \u067e\u0648\u0631\u062a\u0641\u0648\u0644\u06cc\u0648<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/3899?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\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0627 Ollama\" data-course-id=\"3899\" data-course-title=\"\u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0627 Ollama\">\n\t\t<div class=\"abc-course-card__image-wrap\">\n\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__image\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/03b1338b-714f-43aa-a436-1ac0b3828f01.webp\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0627 Ollama\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"abc-course-card__body\">\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\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\/82e93799-7211-42a0-9881-e557b36ade86.webp\" alt=\"\u0627\u0631\u062f\u0648\u0627\u0646  \u0632\u0645\u0627\u0646\u067e\u0648\u0631\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0627\u0631\u062f\u0648\u0627\u0646  \u0632\u0645\u0627\u0646\u067e\u0648\u0631<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#72BBC4\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0627 Ollama<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<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    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f4,\u06f0    <\/span>\n\n     (\u06f5\u06f9 \u0631\u0627\u06cc)<\/span>\n\t\t\t\t\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\u06f0\u06f4 \u0646\u0641\u0631<\/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-16.svg\" alt=\"\"> \u06f1\u06f2\u06f2 \u0633\u0627\u0639\u062a \u0648 \u06f5\u06f5 \u062f\u0642\u06cc\u0642\u0647<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u0631\u062d\u0644\u0647 \u0628\u0647 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627 \u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645:<\/p>\n<h3 style=\"text-align: justify;\">\u06af\u0627\u0645 \u0627\u0648\u0644: \u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 (Python) \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647<\/h3>\n<p style=\"text-align: justify;\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0628\u0631\u0627\u06cc \u0647\u0645\u06cc\u0646 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u062f\u0631 \u06af\u0627\u0645 \u0627\u0648\u0644 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f. \u0633\u067e\u0633 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f NumPy\u060c Pandas \u0648 Matplotlib \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-25468\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-learning-skill-levels-diagram.webp\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0637\u0648\u062d \u0645\u062e\u062a\u0644\u0641 \u0645\u0647\u0627\u0631\u062a \u062f\u0631 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0645\u0633\u06cc\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u062a\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 AI \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.\" width=\"748\" height=\"478\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-learning-skill-levels-diagram.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-learning-skill-levels-diagram-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u062f\u0648\u0631\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/1101\/comprehensive-python-programming\">\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/a>\u00bb \u0645\u0646\u0628\u0639 \u062e\u0648\u0628\u06cc \u0627\u0633\u062a\u061b \u0686\u0648\u0646 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0628\u0647\u200c\u0645\u0631\u0648\u0631 \u0648\u0627\u0631\u062f \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627 \u0648 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0627\u0635\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0645\u0627\u0646\u0646\u062f NumPy\u060c Pandas \u0648 Matplotlib \u0647\u0645 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u0646\u062f. \u0648\u062c\u0648\u062f \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u060c \u062a\u0645\u0631\u06cc\u0646 \u0648 \u0628\u062e\u0634 \u067e\u0631\u0633\u0634\u200c\u0648\u067e\u0627\u0633\u062e \u0647\u0645 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0637\u0627\u0644\u0628 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u200c\u062a\u0631 \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u060c \u0633\u06cc\u0646\u062a\u06a9\u0633 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0622\u0634\u0646\u0627 \u0647\u0633\u062a\u06cc\u062f \u0648 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0648\u0627\u0631\u062f \u062d\u0648\u0632\u0647 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0648 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0634\u0648\u06cc\u062f\u060c \u062f\u0648\u0631\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/1118\/data-mining-with-python\">\u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a>\u00bb \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631\u06cc \u0627\u0633\u062a.\u00a0 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0633\u0627\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644\u200c\u0641\u0647\u0645 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u061b \u0628\u0639\u062f \u0627\u0632 \u0622\u0646\u060c \u0646\u062d\u0648\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f. \u0631\u0648\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0647\u0645 \u0637\u0648\u0631\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u067e\u06cc\u0634 \u0628\u0631\u0648\u06cc\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/1101?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: \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\" data-course-id=\"1101\" data-course-title=\"\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\">\n\t\t<div class=\"abc-course-card__image-wrap\">\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\/2278914a-74e6-4907-b3f3-f9f991814a82Artboard%201%20copy%205.webp\" alt=\"\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"abc-course-card__body\">\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\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\/cbc2c22b-036b-4fe8-b9a4-340805ee590d.webp\" alt=\"\u062c\u0645\u0627\u0644 \u06a9\u0632\u0627\u0632\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u062c\u0645\u0627\u0644 \u06a9\u0632\u0627\u0632\u06cc<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#72BBC4\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<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    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f3,\u06f0    <\/span>\n\n     (\u06f8\u06f1\u06f4 \u0631\u0627\u06cc)<\/span>\n\t\t\t\t\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\u06f8\u06f4\u06f0 \u0646\u0641\u0631<\/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-16.svg\" alt=\"\"> \u06f7\u06f3\u06f8 \u0633\u0627\u0639\u062a \u0648 \u06f3\u06f7 \u062f\u0642\u06cc\u0642\u0647<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u06f1,\u06f4\u06f0\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t<\/p>\n<h3 style=\"text-align: justify;\">\u06af\u0627\u0645 \u062f\u0648\u0645: \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning)<\/h3>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0646\u0648\u0628\u062a \u0628\u0647 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u200c\u0631\u0633\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc <a href=\"https:\/\/hamrah.academy\/blog\/machine-learning\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/a> \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0686\u06af\u0648\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0686\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-25469\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-machine-learning-deep-learning-generative-ai-hierarchy.webp\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0644\u0633\u0644\u0647\u200c\u0645\u0631\u0627\u062a\u0628 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u06a9\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc AI \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.\" width=\"748\" height=\"478\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-machine-learning-deep-learning-generative-ai-hierarchy.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-machine-learning-deep-learning-generative-ai-hierarchy-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u062d\u062b \u062a\u0626\u0648\u0631\u06cc\u060c \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06a9\u0648\u0686\u06a9 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u200c\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u062f\u0648\u0631\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/3169\/unsupervised-learning\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0646\u0638\u0627\u0631\u062a<\/a>\u00bb \u0645\u0646\u0628\u0639 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06af\u0627\u0645 \u062f\u0648\u0645 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u062b\u0644 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f\u060c \u062a\u062e\u0645\u06cc\u0646 \u0686\u06af\u0627\u0644\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0628\u0627\u062d\u062b \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u06cc\u0645\u0647\u200c\u0646\u0638\u0627\u0631\u062a\u06cc\u060c Self-Supervised Learning \u0648 Transfer Learning \u0647\u0645 \u062f\u0631 \u062f\u0648\u0631\u0647 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u06cc\u0639\u0646\u06cc \u062f\u0642\u06cc\u0642\u0627 \u0647\u0645\u0627\u0646 \u0645\u0628\u0627\u062d\u062b\u06cc \u06a9\u0647 \u062f\u0631 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u06af\u0627\u0645 \u0633\u0648\u0645: \u0648\u0631\u0648\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning) \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/h3>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u0627\u0632 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0648\u0627\u0631\u062f \u062f\u0646\u06cc\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0634\u0648\u06cc\u062f. \u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0628\u062e\u0634 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u060c \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631\u060c \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u062f\u0647\u0646\u062f\u0647\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow \u0648 PyTorch \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0646\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u06af\u0627\u0645\u060c \u00ab<a href=\"https:\/\/hamrah.academy\/course\/1120\/deep-learning\">\u062f\u0648\u0631\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a>\u00bb \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0641\u0631\u0627\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u062b\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642\u060c CNN\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc\u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062f\u0648\u0631\u0647 \u0628\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062a\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u06af\u0627\u0645 \u0686\u0647\u0627\u0631\u0645: \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f (Generative AI)<\/h3>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0648\u0627\u0631\u062f \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0634\u0627\u062e\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f\u061b \u0628\u062e\u0634\u06cc \u06a9\u0647 \u0631\u0648\u06cc \u062f\u0631\u06a9\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25471\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/diagram-foundational-principles-of-human-centered-design.webp\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0627\u0646\u0633\u0627\u0646\u200c\u0645\u062d\u0648\u0631 \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0646\u06cc\u0627\u0632\u0647\u0627 \u0648 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0645\u0631\u06a9\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f \u0637\u0631\u0627\u062d\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f.\" width=\"748\" height=\"478\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/diagram-foundational-principles-of-human-centered-design.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/diagram-foundational-principles-of-human-centered-design-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/p>\n<p style=\"text-align: justify;\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u060c \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062a\u0631\u062c\u0645\u0647\u060c \u062f\u0633\u062a\u06cc\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0646\u06cc\u0632 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u062a\u0635\u0648\u06cc\u0631\u060c \u0635\u062f\u0627 \u0648 \u062d\u062a\u06cc \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc\u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u060c \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f AI \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f. \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0645\u0631\u062a\u0628\u0637 \u0631\u0627 \u0647\u0645 \u062f\u0631 <a href=\"https:\/\/hamrah.academy\/course\/3346\/natural-language-processing-with-deep-learning\">\u062f\u0648\u0631\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/a> \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u06af\u0627\u0645 \u067e\u0646\u062c\u0645: \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0633\u0627\u062e\u062a \u067e\u0648\u0631\u062a\u0641\u0648\u0644\u06cc\u0648<\/h3>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062f\u0648\u0646 \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06a9\u0627\u0645\u0644 \u0646\u0645\u06cc\u200c\u0634\u0648\u062f. \u0686\u0648\u0646 \u0628\u062e\u0634 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647\u200c\u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u060c \u0686\u062a\u200c\u0628\u0627\u062a\u060c \u0633\u06cc\u0633\u062a\u0645 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u062f\u0647\u0646\u062f\u0647 \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0645\u0648\u062e\u062a\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u0639\u0645\u0644 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u067e\u0648\u0631\u062a\u0641\u0648\u0644\u06cc\u0648 \u0645\u0646\u0638\u0645 \u062f\u0631 GitHub \u06cc\u0627 \u0633\u0627\u06cc\u062a \u0634\u062e\u0635\u06cc\u060c \u06a9\u0645\u06a9\u200c\u062a\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u067e\u0631\u0648\u0698\u0647\u060c \u0628\u0647\u062a\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/hamrah.academy\/course\/1090\/ai-and-python-bootcamp\">\u0628\u0648\u062a \u06a9\u0645\u067e \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0646\u0628\u0639 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06cc \u0646\u0647\u0627\u06cc\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f. \u0686\u0631\u0627 \u06a9\u0647 \u0645\u0633\u06cc\u0631 \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0648\u062a \u06a9\u0645\u067e \u0645\u0628\u0627\u062d\u062b\u06cc \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u0648\u062a\u200c\u06a9\u0645\u067e \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u060c \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 PyTorch\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u06cc\u0632 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u062c\u0644\u0633\u0627\u062a \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0627\u0631 \u0628\u0627 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647\u062a\u0631 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\">\u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<p style=\"text-align: justify;\">\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0628\u0627 \u0686\u0646\u062f \u0645\u0647\u0627\u0631\u062a \u067e\u0627\u06cc\u0647 \u0622\u0634\u0646\u0627 \u0628\u0627\u0634\u06cc\u062f \u062a\u0627 \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u062e\u0635\u0635\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f. \u062f\u0631 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0648 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u06cc\u0627\u0636\u06cc \u062c\u0632\u0648 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25470\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/artificial-intelligence-learning-roadmap-step-by-step-1405.webp\" alt=\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0633\u0627\u0644 \u06f1\u06f4\u06f0\u06f5 \u06a9\u0647 \u0645\u0631\u0627\u062d\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0648 \u062a\u0631\u062a\u06cc\u0628 \u0622\u0645\u0648\u0632\u0634 \u0645\u0641\u0627\u0647\u06cc\u0645 AI \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.\" width=\"748\" height=\"478\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/artificial-intelligence-learning-roadmap-step-by-step-1405.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/artificial-intelligence-learning-roadmap-step-by-step-1405-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0639\u0645\u0644\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u0647\u0631\u0686\u0647 \u067e\u0627\u06cc\u0647 \u0642\u0648\u06cc\u200c\u062a\u0631\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0647\u0645 \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06a9\u0627\u0645\u0644 \u0648 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0628\u0644\u062f \u0628\u0627\u0634\u06cc\u062f \u062a\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc AI \u0628\u0647\u200c\u0645\u0631\u0648\u0631 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u060c \u062a\u062c\u0631\u0628\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0647\u200c\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0632 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062c\u0628\u0631 \u062e\u0637\u06cc\u060c \u0631\u06cc\u0627\u0636\u06cc \u0648 \u0622\u0645\u0627\u0631<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc<\/li>\n<\/ul>\n<h3 style=\"text-align: justify;\">\u0627\u0647\u0645\u06cc\u062a \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a\u060c \u062c\u0628\u0631 \u062e\u0637\u06cc \u0648 \u0622\u0645\u0627\u0631<\/h3>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0622\u0634\u0646\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0646 \u0628\u0627 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0627\u0647\u0645\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f\u061b \u0686\u0648\u0646 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc AI \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u06cc\u0627\u0636\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0628\u0631 \u062e\u0637\u06cc\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u060c \u0622\u0645\u0627\u0631 \u0648 \u062d\u0633\u0627\u0628 \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0647\u062a\u0631 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u0628\u06cc\u0646\u0646\u062f \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0686\u0637\u0648\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062c\u0628\u0631 \u062e\u0637\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u06a9\u0627\u0631 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u060c \u0645\u0627\u062a\u0631\u06cc\u0633\u200c\u0647\u0627 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647\u200c\u0634\u0645\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u0648 \u0622\u0645\u0627\u0631 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0633\u0646\u062c\u06cc\u062f \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u062b\u0644 Accuracy\u060c Precision \u0648 Recall \u0631\u0627 \u0628\u0647\u062a\u0631 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u0628\u0627\u062d\u062b \u062f\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0633\u062a\u0642\u06cc\u0645 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062d\u0633\u0627\u0628 \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u0648 \u0627\u0646\u062a\u06af\u0631\u0627\u0644 \u062f\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0627\u0631\u0646\u062f\u061b \u0645\u062e\u0635\u0648\u0635\u0627\u064b \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Gradient Descent \u0648 Backpropagation \u06a9\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062e\u0637\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631\u06a9 \u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u062f\u06cc\u062f \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u200c\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0628\u0627\u0646\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc<\/h3>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u0646\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0628\u06cc\u0634\u062a\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0645\u062b\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u067e\u06cc\u0634 \u0628\u0628\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u060c \u0634\u0631\u0637\u200c\u0647\u0627\u060c \u062d\u0644\u0642\u0647\u200c\u0647\u0627\u060c \u062a\u0648\u0627\u0628\u0639 \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0645\u0647\u0645 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0626\u0648\u0631\u06cc\u060c \u0646\u0648\u0634\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0627 \u0645\u0646\u0637\u0642 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0647\u062a\u0631 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u0645\u0639\u0631\u0641\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h3>\n<p style=\"text-align: justify;\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0646\u0627\u0633\u0628\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0648 \u0645\u0639\u062a\u0628\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0647\u062f\u0641\u0645\u0646\u062f\u062a\u0631 \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0627\u0632 \u0645\u0646\u0627\u0628\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0626\u0648\u0631\u06cc\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0645 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u062a\u0631\u06a9\u06cc\u0628 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u06cc \u0645\u0631\u062c\u0639 \u0648 \u062a\u0645\u0631\u06cc\u0646 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0631\u0627 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a.<\/p>\n<p style=\"text-align: justify;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/06\/ai-learning-roadmap-python-machine-learning-deep-learning-nlp.webp.webp\" alt=\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0633\u0627\u062e\u062a \u067e\u0648\u0631\u062a\u0641\u0648\u0644\u06cc\u0648\" width=\"748\" height=\"478\" \/><\/p>\n<p style=\"text-align: justify;\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0628\u0647\u200c\u0631\u0648\u0632 \u0648 \u0645\u0646\u0627\u0628\u0639 \u062a\u062e\u0635\u0635\u06cc \u0646\u06cc\u0632 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u062a\u0631\u0646\u062f\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0622\u0634\u0646\u0627 \u0628\u0645\u0627\u0646\u06cc\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u0646\u06cc\u0627\u0632 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u0645\u0639\u0631\u0641\u06cc \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644<\/h3>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0635\u0648\u0644\u06cc \u0648 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0627\u06cc\u0631\u0627\u0646 \u062f\u0627\u0631\u062f. \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0639\u0644\u0627\u0648\u0647\u200c\u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0647\u200c\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0633\u06cc\u0631 \u00ab<a href=\"https:\/\/hamrah.academy\/roadmap\/3893\">\u0645\u0647\u0646\u062f\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a>\u00bb \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0645\u0644\u200c\u062a\u0631\u06cc\u0646 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0627\u0633\u062a \u0648 \u0645\u0628\u0627\u062d\u062b\u06cc \u0645\u062b\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af (LLM) \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0626\u0648\u0631\u06cc \u0631\u0648\u0628\u0631\u0648 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u0637\u0648\u0631 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0648\u0631\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/1109\/mathematics-for-data-science-and-artificial-intelligence\">\u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u062f\u0631 \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a>\u00bb \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u067e\u0627\u06cc\u0647 \u0631\u06cc\u0627\u0636\u06cc \u0642\u0648\u06cc\u200c\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u0628\u0627\u062d\u062b \u0645\u0647\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0628\u0631 \u062e\u0637\u06cc\u060c \u0622\u0645\u0627\u0631\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u0646\u062f. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u0645\u0628\u0627\u062d\u062b \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0647\u062a\u0631 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u06cc \u0645\u0631\u062c\u0639 \u0648 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/h3>\n<p style=\"text-align: justify;\">\u0639\u0644\u0627\u0648\u0647\u200c\u0628\u0631 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627 \u0648 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u06cc \u0645\u0631\u062c\u0639 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u062e\u0635\u0635\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u060c \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0645\u0628\u0627\u0646\u06cc \u062a\u0626\u0648\u0631\u06cc AI \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0645\u0646\u0627\u0628\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc Python\u060c TensorFlow \u0648 PyTorch \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632 \u0628\u0627\u0634\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Kaggle \u0641\u0631\u0635\u062a \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc\u060c \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0637\u0627\u0644\u0639\u0647 \u0646\u0648\u062a\u200c\u0628\u0648\u06a9\u200c\u0647\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 \u062f\u0631 Kaggle \u0646\u06cc\u0632 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u06cc\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0628\u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0646 \u0648\u0628\u0644\u0627\u06af\u200c\u0647\u0627 \u0648 \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0641\u0646\u0627\u0648\u0631\u06cc \u0648 \u067e\u0698\u0648\u0647\u0634\u06cc \u0647\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Hugging Face \u060cTowards Data Science \u0648 \u0645\u062e\u0627\u0632\u0646 GitHub \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0645\u0646\u062a\u0634\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u062f\u06cc\u062f \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u062a\u0628\u0631 \u0628\u06cc\u0646\u200c\u0627\u0644\u0645\u0644\u0644\u06cc<\/h3>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0628\u06cc\u0646\u200c\u0627\u0644\u0645\u0644\u0644\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0639\u062a\u0628\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0627\u0634\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u200c\u0647\u0627 \u062a\u0648\u0633\u0637 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0648 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u0637\u0631\u062d \u062f\u0646\u06cc\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0647\u0633\u062a\u0646\u062f\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0626\u0648\u0631\u06cc\u060c \u0645\u0647\u0627\u0631\u062a \u0639\u0645\u0644\u06cc \u0647\u0645 \u0628\u0647\u200c\u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u0648\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0648\u0631\u0647 CS50 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0647\u0627\u0631\u0648\u0627\u0631\u062f \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u062a\u0642\u0648\u06cc\u062a \u062a\u0641\u06a9\u0631 \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0645\u0628\u062a\u062f\u06cc \u0647\u0645 \u0645\u0646\u0627\u0633\u0628 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0648\u0631\u0647 Machine Learning \u0627\u0646\u062f\u0631\u0648 \u0627\u0646\u06af \u062f\u0631 Coursera \u06cc\u06a9\u06cc \u0627\u0632 \u0634\u0646\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647\u200c\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0645\u0633\u06cc\u0631 \u0648\u0631\u0648\u062f \u0628\u0647 AI \u0631\u0627 \u0628\u0627 \u0622\u0646 \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0628\u0627\u062d\u062b \u062c\u062f\u06cc\u062f\u062a\u0631 \u0645\u0627\u0646\u0646\u062f NLP\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0644\u062f\u060c \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 Hugging Face \u0645\u0646\u0627\u0628\u0639 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u06cc \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u200c\u0647\u0627 \u0631\u0648\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u0646\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/3356?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 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0647\u0645\u0647\" data-course-id=\"3356\" data-course-title=\"\u0648\u0628\u06cc\u0646\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0647\u0645\u0647\">\n\t\t<div class=\"abc-course-card__image-wrap\">\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\/4e6d9a13eac74180be8fcb8175886b4f.jpg\" alt=\"\u0648\u0628\u06cc\u0646\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0647\u0645\u0647\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"abc-course-card__body\">\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\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\/2851d9c0-ca4c-410f-bb06-c5c2f6ae8d8b.webp\" alt=\"\u0627\u062d\u0633\u0627\u0646 \u0637\u0648\u0641\u0627\u0646\u06cc\u200c\u0646\u0698\u0627\u062f\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0627\u062d\u0633\u0627\u0646 \u0637\u0648\u0641\u0627\u0646\u06cc\u200c\u0646\u0698\u0627\u062f \u0648...<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#72BBC4\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0648\u0628\u06cc\u0646\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0647\u0645\u0647<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<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    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f4,\u06f0    <\/span>\n\n     (\u06f1\u06f0\u06f4 \u0631\u0627\u06cc)<\/span>\n\t\t\t\t\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=\"\"> \u06f2\u06f6\u06f1\u06f3 \u0646\u0641\u0631<\/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-16.svg\" alt=\"\"> \u06f1\u06f2\u06f2 \u0633\u0627\u0639\u062a \u0648 \u06f4\u06f7 \u062f\u0642\u06cc\u0642\u0647<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u06f3\u06f5\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t<\/p>\n<h2 style=\"text-align: justify;\">\u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n<p style=\"text-align: justify;\">\u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u06af\u0633\u062a\u0631\u062f\u06af\u06cc \u062e\u0648\u062f\u060c \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0634\u0627\u0645\u0644 \u0646\u0642\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0628\u0631 \u0628\u062e\u0634 \u062e\u0627\u0635\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u060c \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06cc\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-25472\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-career-paths.webp\" alt=\"\u0645\u0639\u0631\u0641\u06cc \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647\u060c \u0645\u0647\u0646\u062f\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0645\u062a\u062e\u0635\u0635 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646.\" width=\"748\" height=\"478\" srcset=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-career-paths.webp 748w, https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/ai-career-paths-300x192.webp 300w\" sizes=\"(max-width: 748px) 100vw, 748px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062e\u0644\u0627\u0635\u0647 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062f\u06cc\u062f \u0628\u0647\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>\u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine learning)<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0646\u0642\u0634 \u0631\u0648\u06cc \u0633\u0627\u062e\u062a \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u06cc\u0639\u0646\u06cc \u0634\u0645\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0627\u0631 \u0648 \u0645\u062f\u0644 \u0637\u0631\u0627\u062d\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0648\u0627\u0642\u0639\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0634\u063a\u0644\u060c \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u200c\u0645\u0631\u0648\u0631 \u0628\u0647\u062a\u0631 \u06a9\u0646\u0646\u062f. \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0648\u0631\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/1105\/supervised-machine-learning\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a\u200c\u0634\u062f\u0647<\/a>\u00bb \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>\u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647 (Data Scientist)<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647 \u06cc\u0627 \u062f\u06cc\u062a\u0627 \u0633\u0627\u06cc\u0646\u062a\u06cc\u0633\u062a \u06a9\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644\u060c \u0627\u0644\u06af\u0648\u0647\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0628\u0647 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0646\u0642\u0634 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 <a href=\"https:\/\/hamrah.academy\/blog\/data-analysis\/\">\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647<\/a>\u060c \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a \u0648 \u0628\u06cc\u0634\u062a\u0631 \u0631\u0648\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/3338\/data-scientist-learning-path-project\">\u0645\u0633\u06cc\u0631 \u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647<\/a>\u00bb \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0648\u0627\u0642\u0639\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>\u0645\u0647\u0646\u062f\u0633 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647<\/strong><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0646\u0642\u0634 \u0628\u06cc\u0634\u062a\u0631 \u0631\u0648\u06cc \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u06cc\u0639\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u060c \u062a\u0645\u06cc\u0632 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u062f\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u0646\u062f. \u0628\u062f\u0648\u0646 \u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0646\u0642\u0634\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0639\u0645\u0644\u0627\u064b \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0646\u06cc\u0633\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc\u060c \u062f\u0648\u0631\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/course\/1118\/data-mining-with-python\">\u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a>\u00bb \u06a9\u0645\u06a9\u062a\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0686\u0648\u0646 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0634\u0631\u062f\u0647\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644 \u06cc\u06a9 <a href=\"https:\/\/hamrah.academy\/course\/1090\/ai-and-python-bootcamp\">\u0628\u0648\u062a \u06a9\u0645\u067e \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0648\u062a\u200c\u06a9\u0645\u067e \u0627\u0632 \u067e\u0627\u06cc\u0647 \u0634\u0631\u0648\u0639 \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc <a href=\"https:\/\/hamrah.academy\/blog\/what-is-python\/\">\u067e\u0627\u06cc\u062a\u0648\u0646<\/a>\u060c \u0645\u0641\u0627\u0647\u06cc\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u0633\u06cc\u0631\u060c \u0645\u0628\u0627\u062d\u062b \u0645\u0647\u0645\u200c\u062a\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0647\u0645 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0628\u0648\u062a\u200c \u06a9\u0645\u067e\u060c \u062a\u0626\u0648\u0631\u06cc \u0648 \u0639\u0645\u0644\u06cc \u0628\u0648\u062f\u0646 \u0622\u0646 \u0627\u0633\u062a \u0648 \u0628\u0627 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0647 \u0633\u0637\u062d\u06cc \u0645\u06cc\u200c\u0631\u0633\u06cc\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0648\u062a \u06a9\u0645\u067e\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc\u200c\u062a\u0631 \u0645\u062b\u0644 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 NLP \u0622\u0645\u0627\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u06a9\u0627\u0645\u0644 \u0648 \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a:<\/p>\n<h2 style=\"text-align: justify;\">\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc: \u0627\u0632 \u06a9\u062c\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645\u061f<\/h2>\n<p style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc Ai \u0627\u06af\u0631 \u0628\u062f\u0648\u0646 \u0645\u0633\u06cc\u0631 \u0645\u0634\u062e\u0635 \u0634\u0631\u0648\u0639 \u0634\u0648\u062f\u060c \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u0645\u0627 \u0627\u06af\u0631 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u0627\u0632 \u0645\u0628\u0627\u0646\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0628\u0631\u0633\u06cc\u062f. \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0639\u062c\u0644\u0647 \u0646\u06a9\u0646\u06cc\u062f \u0648 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0631\u0627 \u0628\u0627 \u062a\u0645\u0631\u06cc\u0646 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u062c\u0644\u0648 \u0628\u0628\u0631\u06cc\u062f \u062a\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062f\u0631 \u0630\u0647\u0646 \u0634\u0645\u0627 \u062a\u062b\u0628\u06cc\u062a \u0634\u0648\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0627\u0648\u0644 \u0631\u0648\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u062f. \u0628\u0639\u062f \u0627\u0632 \u0622\u0646 \u0648\u0627\u0631\u062f \u0645\u0628\u0627\u062d\u062b \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0648\u06cc\u062f \u0648 \u06a9\u0645\u200c\u06a9\u0645 \u0628\u0647 \u0633\u0645\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc\u200c\u062a\u0631 \u0645\u062b\u0644 NLP \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062d\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631\u060c \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0631\u0634\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0634\u0645\u0627 \u062f\u0627\u0631\u062f \u0648 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0622\u0645\u0627\u062f\u0647 \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0634\u0648\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0646\u0627\u0633\u0628 \u0648 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0646\u0638\u0645\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0639\u0627\u0645\u0644 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0645\u0631\u062d\u0644\u0647\u200c\u0628\u0647\u200c\u0645\u0631\u062d\u0644\u0647 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0628\u0647\u200c\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/1017?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: \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631\" data-course-id=\"1017\" data-course-title=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631\">\n\t\t<div class=\"abc-course-card__image-wrap\">\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\/dc5a25a5-7db2-4f51-9716-dec5669a5799Artificial%20intelligence%20copy%2015.webp\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"abc-course-card__body\">\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\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\/267522ca-420a-4dce-8edd-b2fd424d834b.webp\" alt=\"\u0633\u06cc\u062f \u0645\u0647\u062f\u06cc \u062e\u0644\u06cc\u0642 \u0631\u0636\u0648\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0633\u06cc\u062f \u0645\u0647\u062f\u06cc \u062e\u0644\u06cc\u0642 \u0631\u0636\u0648\u06cc<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#72BBC4\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<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    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f3,\u06f0    <\/span>\n\n     (\u06f4\u06f5\u06f1 \u0631\u0627\u06cc)<\/span>\n\t\t\t\t\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=\"\"> \u06f2\u06f8\u06f8\u06f8 \u0646\u0641\u0631<\/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-16.svg\" alt=\"\"> \u06f1\u06f7\u06f0 \u0633\u0627\u0639\u062a \u0648 \u06f1\u06f1 \u062f\u0642\u06cc\u0642\u0647<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u06f3\u06f5\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t<\/p>\n<h2 style=\"text-align: justify;\">\u0633\u0648\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644 (FAQ)<\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u067e\u0627\u0633\u062e \u0633\u0648\u0627\u0644\u0627\u062a \u0645\u0647\u0645 \u062f\u0631\u0628\u0627\u0631\u0647 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0634\u0631\u062d \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u06cc\u062f \u0633\u0648\u0627\u0644 \u0634\u0645\u0627 \u0647\u0645 \u0628\u0627\u0634\u062f:<\/p>\n<h3 style=\"text-align: justify;\">\u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062d\u062a\u0645\u0627\u064b \u0628\u0647 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645\u061f<\/h3>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0648 \u062d\u062a\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0634\u062a\u0646 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0627\u0644\u0632\u0627\u0645\u06cc \u0646\u06cc\u0633\u062a. \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0633\u062a\u060c \u062f\u0627\u0634\u062a\u0646 \u0645\u0647\u0627\u0631\u062a \u0639\u0645\u0644\u06cc \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u0633\u062a. \u0627\u06af\u0631 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062e\u0648\u0628 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0648\u0627\u0631\u062f \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0634\u0648\u06cc\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0627\u0632 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u0648 \u0628\u0648\u062a\u200c\u06a9\u0645\u067e\u200c\u0647\u0627 \u0648\u0627\u0631\u062f \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06a9\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0686\u0642\u062f\u0631 \u0637\u0648\u0644 \u0645\u06cc\u200c\u06a9\u0634\u062f\u061f<\/h3>\n<p style=\"text-align: justify;\">\u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0632\u0645\u0627\u0646 \u0631\u0648\u0632\u0627\u0646\u0647 \u0648 \u0633\u0637\u062d \u0647\u062f\u0641 \u0634\u0645\u0627 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u0627\u06af\u0631 \u0645\u0646\u0638\u0645 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0628\u06cc\u0646 \u06f6 \u0645\u0627\u0647 \u062a\u0627 \u06f1.\u06f5 \u0633\u0627\u0644 \u0632\u0645\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a. \u0627\u0644\u0628\u062a\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u062f\u0627\u0626\u0645\u06cc \u0627\u0633\u062a \u0648 \u0647\u0645\u06cc\u0634\u0647 \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f. \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0633\u0631\u0639\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u062a\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h3 style=\"text-align: justify;\">\u0628\u0647\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0686\u06cc\u0633\u062a\u061f<\/h3>\n<p style=\"text-align: justify;\">\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0647\u0645 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u062f. \u0628\u06cc\u0634\u062a\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0645\u0627\u0646\u0646\u062f TensorFlow \u0648 PyTorch \u0647\u0645 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0645\u0646\u0627\u0628\u0639<\/strong>:<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u0647\u062f\u0641\u0645\u0646\u062f\u062a\u0631 \u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u200c\u06cc\u0627\u0641\u062a\u0647\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f\u061b \u0633\u067e\u0633 \u0628\u0647 \u0633\u0631\u0627\u063a \u0645\u0628\u0627\u062d\u062b \u0645\u0647\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u200c\u0631\u0648\u06cc\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0626\u0648\u0631\u06cc\u060c \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0646\u06cc\u0632 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":24190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-24420","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 1405 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647<\/title>\n<meta name=\"description\" content=\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0627 NLP \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 1405 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\" \/>\n<meta property=\"og:description\" content=\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0627 NLP \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-25T07:26:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-13T13:38:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/Featured-image-blog-post-ai-roadmap.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0646\u0648\u0634\u062a\u0647\u200c\u0634\u062f\u0647 \u0628\u062f\u0633\u062a\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/\"},\"author\":{\"name\":\"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/#\\\/schema\\\/person\\\/216f2f7678f7121d17eb331d12933c6f\"},\"headline\":\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06f1\u06f4\u06f0\u06f5 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639\",\"datePublished\":\"2026-05-25T07:26:28+00:00\",\"dateModified\":\"2026-07-13T13:38:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/\"},\"wordCount\":89,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Featured-image-blog-post-ai-roadmap.webp\",\"articleSection\":[\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\"],\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/\",\"url\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/\",\"name\":\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 1405 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Featured-image-blog-post-ai-roadmap.webp\",\"datePublished\":\"2026-05-25T07:26:28+00:00\",\"dateModified\":\"2026-07-13T13:38:09+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/#\\\/schema\\\/person\\\/216f2f7678f7121d17eb331d12933c6f\"},\"description\":\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0627 NLP \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#breadcrumb\"},\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fa-IR\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#primaryimage\",\"url\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Featured-image-blog-post-ai-roadmap.webp\",\"contentUrl\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/Featured-image-blog-post-ai-roadmap.webp\",\"width\":1280,\"height\":720,\"caption\":\"\u062a\u0635\u0648\u06cc\u0631 \u0634\u0627\u062e\u0635 \u0645\u0642\u0627\u0644\u0647 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/ai-learning-roadmap\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u062e\u0627\u0646\u0647\",\"item\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0645\u0642\u0627\u0644\u0627\u062a\",\"item\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/category\\\/general\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\",\"item\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/category\\\/general\\\/artificial-intelligence\\\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06f1\u06f4\u06f0\u06f5 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/\",\"name\":\"\u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\",\"description\":\"\u0645\u0639\u0631\u0641\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0645\u0647\u0627\u0631\u062a\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a | \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0645\u0641\u06cc\u062f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fa-IR\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/#\\\/schema\\\/person\\\/216f2f7678f7121d17eb331d12933c6f\",\"name\":\"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fa-IR\",\"@id\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/cropped-apple-touch-icon-96x96.png\",\"url\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/cropped-apple-touch-icon-96x96.png\",\"contentUrl\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/cropped-apple-touch-icon-96x96.png\",\"caption\":\"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\"},\"description\":\"\u0645\u0646 \u00ab\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\u00bb \u0647\u0633\u062a\u0645\u061b \u0639\u0627\u0634\u0642 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0641\u06cc\u062f \u0648 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062a\u0627 \u062a\u062c\u0631\u0628\u0647 \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0628 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.\",\"sameAs\":[\"http:\\\/\\\/5.106.15.197:2080\"],\"url\":\"https:\\\/\\\/hamrah.academy\\\/blog\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 1405 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647","description":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0627 NLP \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/","og_locale":"fa_IR","og_type":"article","og_title":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 1405 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647","og_description":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0627 NLP \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.","og_url":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/","og_site_name":"\u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647","article_published_time":"2026-05-25T07:26:28+00:00","article_modified_time":"2026-07-13T13:38:09+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/Featured-image-blog-post-ai-roadmap.webp","type":"image\/webp"}],"author":"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a","twitter_card":"summary_large_image","twitter_misc":{"\u0646\u0648\u0634\u062a\u0647\u200c\u0634\u062f\u0647 \u0628\u062f\u0633\u062a":"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a","\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646":"18 \u062f\u0642\u06cc\u0642\u0647"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#article","isPartOf":{"@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/"},"author":{"name":"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a","@id":"https:\/\/hamrah.academy\/blog\/#\/schema\/person\/216f2f7678f7121d17eb331d12933c6f"},"headline":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06f1\u06f4\u06f0\u06f5 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639","datePublished":"2026-05-25T07:26:28+00:00","dateModified":"2026-07-13T13:38:09+00:00","mainEntityOfPage":{"@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/"},"wordCount":89,"commentCount":0,"image":{"@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#primaryimage"},"thumbnailUrl":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/Featured-image-blog-post-ai-roadmap.webp","articleSection":["\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc"],"inLanguage":"fa-IR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/","url":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/","name":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 1405 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647","isPartOf":{"@id":"https:\/\/hamrah.academy\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#primaryimage"},"image":{"@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#primaryimage"},"thumbnailUrl":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/Featured-image-blog-post-ai-roadmap.webp","datePublished":"2026-05-25T07:26:28+00:00","dateModified":"2026-07-13T13:38:09+00:00","author":{"@id":"https:\/\/hamrah.academy\/blog\/#\/schema\/person\/216f2f7678f7121d17eb331d12933c6f"},"description":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0634\u0646\u0627\u0633\u06cc\u062f\u060c \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0627 NLP \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u06f1\u06f4\u06f0\u06f5 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.","breadcrumb":{"@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#breadcrumb"},"inLanguage":"fa-IR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/"]}]},{"@type":"ImageObject","inLanguage":"fa-IR","@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#primaryimage","url":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/Featured-image-blog-post-ai-roadmap.webp","contentUrl":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/Featured-image-blog-post-ai-roadmap.webp","width":1280,"height":720,"caption":"\u062a\u0635\u0648\u06cc\u0631 \u0634\u0627\u062e\u0635 \u0645\u0642\u0627\u0644\u0647 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc"},{"@type":"BreadcrumbList","@id":"https:\/\/hamrah.academy\/blog\/ai-learning-roadmap\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u062e\u0627\u0646\u0647","item":"https:\/\/hamrah.academy\/blog\/"},{"@type":"ListItem","position":2,"name":"\u0645\u0642\u0627\u0644\u0627\u062a","item":"https:\/\/hamrah.academy\/blog\/category\/general\/"},{"@type":"ListItem","position":3,"name":"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc","item":"https:\/\/hamrah.academy\/blog\/category\/general\/artificial-intelligence\/"},{"@type":"ListItem","position":4,"name":"\u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u06f1\u06f4\u06f0\u06f5 + \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639"}]},{"@type":"WebSite","@id":"https:\/\/hamrah.academy\/blog\/#website","url":"https:\/\/hamrah.academy\/blog\/","name":"\u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647","description":"\u0645\u0639\u0631\u0641\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0645\u0647\u0627\u0631\u062a\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a | \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0645\u0641\u06cc\u062f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/hamrah.academy\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fa-IR"},{"@type":"Person","@id":"https:\/\/hamrah.academy\/blog\/#\/schema\/person\/216f2f7678f7121d17eb331d12933c6f","name":"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a","image":{"@type":"ImageObject","inLanguage":"fa-IR","@id":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/06\/cropped-apple-touch-icon-96x96.png","url":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/06\/cropped-apple-touch-icon-96x96.png","contentUrl":"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/06\/cropped-apple-touch-icon-96x96.png","caption":"\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a"},"description":"\u0645\u0646 \u00ab\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0633\u0627\u06cc\u062a\u00bb \u0647\u0633\u062a\u0645\u061b \u0639\u0627\u0634\u0642 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0641\u06cc\u062f \u0648 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062a\u0627 \u062a\u062c\u0631\u0628\u0647 \u0628\u0647\u062a\u0631\u06cc \u0627\u0632 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0628 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.","sameAs":["http:\/\/5.106.15.197:2080"],"url":"https:\/\/hamrah.academy\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/posts\/24420","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/comments?post=24420"}],"version-history":[{"count":6,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/posts\/24420\/revisions"}],"predecessor-version":[{"id":25504,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/posts\/24420\/revisions\/25504"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/media\/24190"}],"wp:attachment":[{"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/media?parent=24420"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/categories?post=24420"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hamrah.academy\/blog\/wp-json\/wp\/v2\/tags?post=24420"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}