{"id":4818,"date":"2023-06-26T04:56:19","date_gmt":"2023-06-26T04:56:19","guid":{"rendered":"https:\/\/isophal.com\/?p=4818"},"modified":"2023-06-26T04:56:22","modified_gmt":"2023-06-26T04:56:22","slug":"%e1%9e%8f%e1%9e%be-programming-languages-%e1%9e%a2%e1%9f%92%e1%9e%9c%e1%9e%b8%e1%9e%81%e1%9f%92%e1%9e%9b%e1%9f%87%e1%9e%8a%e1%9f%82%e1%9e%9b%e1%9e%8f%e1%9f%92%e1%9e%9a%e1%9e%bc%e1%9e%9c%e1%9e%94-2","status":"publish","type":"post","link":"https:\/\/isophal.com\/news\/2023\/06\/26\/4818.html\/","title":{"rendered":"\u178f\u17be programming languages \u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u179c\u17b7\u179f\u17d0\u1799 IT?"},"content":{"rendered":"\n<p>Programming language \u1793\u17b8\u1798\u17bd\u1799\u17d7\u1782\u17bd\u179a\u178f\u17c2\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1787\u17d2\u179a\u17be\u179f\u179a\u17be\u179f\u178a\u17c4\u1799\u1796\u17b9\u1784\u1795\u17d2\u17a2\u17c2\u1780\u179b\u17be\u1794\u1789\u17d2\u17a0\u17b6\u1787\u17b6\u1780\u17cb\u179b\u17b6\u1780\u17cb\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u1782\u17d2\u179a\u17c4\u1784\u1793\u17b9\u1784\u178a\u17c4\u17c7\u179f\u17d2\u179a\u17b6\u1799\u17d4 \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u17a2\u178f\u17d2\u1790\u1794\u1791\u1793\u17c1\u17c7\u1799\u17be\u1784\u1793\u17b9\u1784\u1796\u17b7\u1797\u17b6\u1780\u17d2\u179f\u17b6\u1790\u17b6\u178f\u17be programming language \u178e\u17b6\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1780\u17d2\u1793\u17bb\u1784\u179c\u17b7\u1787\u17d2\u1787\u17b6\u1787\u17b8\u179c\u17c8\u1791\u17b6\u17c6\u1784\u17a2\u179f\u17cb\u1793\u17c4\u17c7 \u178a\u17be\u1798\u17d2\u1794\u17b8\u17b1\u17d2\u1799\u17a2\u17d2\u1793\u1780\u1798\u17b6\u1793\u1780\u17b6\u179a\u1799\u179b\u17cb\u178a\u17b9\u1784\u1780\u17b6\u1793\u17cb\u178f\u17c2\u1785\u17d2\u1794\u17b6\u179f\u17cb\u1796\u17b8\u1798\u17bc\u179b\u17a0\u17c1\u178f\u17bb\u17a2\u17d2\u179c\u17b8\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u178f\u17d2\u179a\u17bc\u179c\u179a\u17c0\u1793 programming language \u1785\u17d2\u179a\u17be\u1793\u1787\u17b6\u1784\u1798\u17bd\u1799 \u17a0\u17be\u1799\u1797\u17b6\u179f\u17b6\u178e\u17b6\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u178f\u17d2\u179a\u17bc\u179c\u1795\u17d2\u178f\u17c4\u178f\u179f\u17c6\u1781\u17b6\u1793\u17cb\u179b\u17be\u1791\u17c5\u178f\u17b6\u1798\u1795\u17c2\u1793\u1780\u17b6\u179a\u17a2\u17b6\u1787\u17b8\u1796\u179a\u1794\u179f\u17cb\u17a2\u17d2\u1793\u1780\u17d4<\/p>\n\n\n\n<p><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Frontend Developer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b frontend developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Backend Developer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b backend developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Fullstack Developer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Fullstack developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Tester \u1793\u17b7\u1784 QA Engineer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b QA Engineer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Mobile Developer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Mobile Developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>DevOps Engineer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b DevOps Engineer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Game Developer<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Game Developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Ethical Hacker<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Ethical Hacker \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Data Scientist<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Data Science \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n\n\n\n<li>Data Analyst<\/li>\n\n\n\n<li>\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u179c\u17b7\u1797\u17b6\u1782\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/y09RfrrALdeLdRtqNcqMXpYZ9u-m_7Ug\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2\">Frontend Developer<\/h2>\n\n\n\n<p>Frontend Developer \u1794\u1784\u17d2\u1780\u17be\u178f\u1795\u17d2\u1793\u17c2\u1780\u178a\u17c2\u179b\u1798\u17be\u179b\u1783\u17be\u1789\u1793\u17c3\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a \u178a\u17be\u1798\u17d2\u1794\u17b8\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u1798\u17b6\u1793\u1797\u17b6\u1796\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u17d4 \u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u1793\u17b9\u1784\u1791\u1791\u17bd\u179b\u1794\u17b6\u1793\u1780\u17b6\u179a\u1796\u17b7\u1796\u178e\u17cc\u1793\u17b6\u17a2\u17c6\u1796\u17b8 interface \u1793\u17b7\u1784\u179a\u17bc\u1794\u179a\u17b6\u1784\u179a\u1794\u179f\u17cb\u179c\u17b6\u1796\u17b8 designer\u17d4 \u1794\u1793\u17d2\u1791\u17b6\u1794\u17cb\u1796\u17b8\u1793\u17c4\u17c7\u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u1793\u17b9\u1784\u1794\u1784\u17d2\u1780\u17be\u178f page \u17a0\u17be\u1799\u17a2\u1793\u17bb\u179c\u178f\u17d2\u178f\u1798\u17bb\u1781\u1784\u17b6\u179a\u178a\u17c2\u179b\u17a2\u17b6\u1785\u17b1\u17d2\u1799\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1798\u17b6\u1793\u1791\u17c6\u1793\u17b6\u1780\u17cb\u1791\u17c6\u1793\u1784\u1787\u17b6\u1798\u17bd\u1799\u179c\u17b6\u1794\u17b6\u1793\u1793\u17b7\u1784\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u1794\u17d2\u179a\u17b6\u1780\u178a\u1790\u17b6\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a\u1798\u17b6\u1793\u1797\u17b6\u1796\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u17d4 Frontend Developer \u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1799\u17c9\u17b6\u1784\u1787\u17b7\u178f\u179f\u17d2\u1793\u17b7\u1791\u17d2\u1792\u1787\u17b6\u1798\u17bd\u1799\u17a2\u17d2\u1793\u1780 Backend Developer\u17d4 \u178a\u17bc\u1785\u17d2\u1793\u17c1\u17c7\u1796\u17c1\u179b\u1781\u17d2\u179b\u17c7\u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u17a2\u17b6\u1785\u179a\u17b8\u1780\u1785\u1798\u17d2\u179a\u17be\u1793\u1791\u17c5\u1787\u17b6 Fullstack Developer (\u17a2\u17d2\u1793\u1780\u1787\u17c6\u1793\u17b6\u1789\u178a\u17c2\u179b\u17a2\u17b6\u1785\u1792\u17d2\u179c\u17be\u1794\u17b6\u1793\u1791\u17b6\u17c6\u1784\u1795\u17d2\u1793\u17c2\u1780 frontend \u1793\u17b7\u1784 backend development)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b frontend developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/HTML\">HTML<\/a>&#8211; \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1797\u17b6\u179f\u17b6\u1793\u17c1\u17c7\u178a\u17be\u1798\u17d2\u1794\u17b8\u179f\u179a\u179f\u17c1\u179a markup \u17b1\u17d2\u1799 page \u1798\u17b6\u1793\u1793\u17d0\u1799\u1790\u17b6 (\u179a\u1785\u1793\u17b6\u179f\u1798\u17d2\u1796\u17d0\u1793\u17d2\u1792 sections \u1780\u1790\u17b6\u1781\u178e\u17d2\u178c \u1780\u17b6\u179a\u179a\u17c0\u1794\u1785\u17c6 elements \u1793\u17c5\u179b\u17be\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a)\u17d4 HTML \u1798\u17b6\u1793 tags \u178a\u17c2\u179b\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u1784\u17d2\u17a0\u17b6\u1789\u1793\u17c5\u179b\u17be\u17a2\u17c1\u1780\u17d2\u179a\u1784\u17cb\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/CSS\">CSS<\/a>&#8211; \u1791\u1791\u17bd\u179b\u1781\u17bb\u179f\u178f\u17d2\u179a\u17bc\u179c\u1785\u17c6\u1796\u17c4\u17c7\u1780\u17b6\u179a\u1780\u17c6\u178e\u178f\u17cb\u179a\u1785\u1793\u17b6\u1794\u17d0\u1791\u17d2\u1798\u1793\u17b7\u1784\u1791\u17b8\u178f\u17b6\u17c6\u1784\u1793\u17c3\u1792\u17b6\u178f\u17bb\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 browser\u17d4 \u179c\u17b6\u1787\u17bd\u1799\u1794\u1793\u17d2\u1790\u17c2\u1798\u179f\u17d2\u1791\u17b8\u179b \u1796\u178e\u17cc \u1793\u17b7\u1784 organically embed indentation\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/JavaScript\">JavaScript<\/a>&#8211; \u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a\u1798\u17b6\u1793\u17a2\u1793\u17d2\u178f\u179a\u1780\u1798\u17d2\u1798\u17d4 \u17a2\u17d2\u1793\u1780\u179f\u179a\u179f\u17c1\u179a\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u17a2\u17b6\u1785\u1794\u17d2\u179a\u17be\u179c\u17b6\u178a\u17be\u1798\u17d2\u1794\u17b8\u1794\u1793\u17d2\u1790\u17c2\u1798\u1792\u17b6\u178f\u17bb dynamic (sliders, pop-ups) \u179a\u1780\u17d2\u179f\u17b6\u17a2\u1793\u17d2\u178f\u179a\u1780\u1798\u17d2\u1798\u17d6 \u1796\u17bd\u1780\u179c\u17b6\u1793\u17b9\u1784\u1798\u17b6\u1793\u1794\u17d2\u179a\u178f\u17b7\u1780\u1798\u17d2\u1798\u1785\u17c6\u1796\u17c4\u17c7\u179f\u1780\u1798\u17d2\u1798\u1797\u17b6\u1796\u179a\u1794\u179f\u17cb\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb (\u1780\u17b6\u179a\u1785\u17bb\u1785 \u17ac \u1785\u179b\u1793\u17b6) \u1793\u17b7\u1784\u1780\u17b6\u179a\u1795\u17d2\u179b\u17b6\u179f\u17cb\u1794\u17d2\u178f\u17bc\u179a\u17d4 \u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 News Feed \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1794\u178e\u17d2\u178f\u17b6\u1789\u179f\u1784\u17d2\u1782\u1798\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a load \u1793\u17c5\u1796\u17c1\u179b\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780 scroll \u178a\u17c4\u1799\u179f\u17b6\u179a\u178f\u17c2 JavaScript\u17d4 \u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1782\u1798\u17d2\u179a\u17c4\u1784\u179f\u17d2\u1798\u17bb\u1782\u179f\u17d2\u1798\u17b6\u1789 \u179c\u17b6\u1787\u17b6\u1780\u17b6\u179a\u1794\u17d2\u179a\u179f\u17be\u179a\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1794\u17d2\u179a\u17be frameworks \u1793\u17b7\u1784 libraries \u178a\u17c2\u179b\u1782\u17c1\u1794\u1784\u17d2\u1780\u17be\u178f\u17a0\u17be\u1799 (React, Angular or Vue)\u17d4 \u1787\u17b6\u1789\u17b9\u1780\u1789\u17b6\u1794\u17cb\u1796\u17bd\u1780\u1799\u17be\u1784\u1780\u17cf\u1783\u17be\u1789 JavaScript \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1793\u17c5\u1795\u17d2\u1793\u17c2\u1780 backend \u1795\u1784\u178a\u17c2\u179a\u17a5\u17a1\u17bc\u179c\u1793\u17c1\u17c7\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/3Lhpvlv6B7rpJw4Sic9fYn1_9k8UhT6p\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5\">Backend Developer<\/h2>\n\n\n\n<p>Backend Developer \u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1793\u17c5\u1795\u17d2\u1793\u17c2\u1780 server-side \u1793\u17c3\u1795\u179b\u17b7\u178f\u1795\u179b \u179c\u17b6\u1787\u17b6\u1795\u17d2\u1793\u17c2\u1780\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u179b\u17b6\u1780\u17cb\u1794\u17b6\u17c6\u1784\u1796\u17b8\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u17d4 \u178a\u17c2\u179b\u179c\u17b6\u1798\u17b7\u1793\u178f\u17d2\u179a\u17b9\u1798\u178f\u17c2\u1798\u17b6\u1793\u1797\u17b6\u1796\u1785\u17b6\u17c6\u1794\u17b6\u1785\u17cb\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a\u1794\u17c9\u17bb\u178e\u17d2\u178e\u17c4\u17c7\u1791\u17c1 \u1794\u17c9\u17bb\u1793\u17d2\u178f\u17c2\u1780\u17cf\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u1791\u17bc\u179a\u179f\u17d0\u1796\u17d2\u1791 \u1793\u17b7\u1784\u17a0\u17d2\u1782\u17c1\u1798\u17a2\u1793\u17a1\u17b6\u1789\u178a\u17c2\u179b\u1798\u17b6\u1793\u17a2\u17d2\u1793\u1780\u179b\u17c1\u1784\u1785\u17d2\u179a\u17be\u1793\u1795\u1784\u178a\u17c2\u179a\u17d4 \u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u178a\u17bc\u1785\u1787\u17b6\u1792\u1793\u17b6\u1782\u17b6\u179a\u1794\u17d2\u179a\u17be\u179c\u17b6\u178a\u17be\u1798\u17d2\u1794\u17b8\u179c\u17b7\u1797\u17b6\u1782\u1780\u17b6\u179a\u1791\u17bc\u1791\u17b6\u178f\u17cb\u1796\u17b8 terminals \u1793\u17b7\u1784 \u179a\u1785\u1793\u17b6 storage systems \u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b backend developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/PHP\">PHP<\/a>&#8211; \u1787\u17b6 programming language\u178a\u17c2\u179b\u1798\u17b6\u1793\u1780\u17b6\u179a\u1796\u17c1\u1789\u1793\u17b7\u1799\u1798\u1794\u17c6\u1795\u17bb\u178f\u1796\u17d2\u179a\u17c4\u17c7\u179c\u17b6\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u179a\u1785\u1793\u17b6\u17a1\u17be\u1784\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb backend sites\u17d4 \u1780\u17bc\u178a PHP \u1795\u17d2\u1791\u17c1\u179a\u1796\u17d0\u178f\u17cc\u1798\u17b6\u1793\u1796\u17b8 database \u1791\u17c5 frontend\u17d4 \u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u179c\u17b6\u1794\u1784\u17d2\u17a0\u17b6\u1789\u1796\u17b8\u1795\u179b\u17b7\u178f\u1795\u179b\u178a\u17bc\u1785\u1787\u17b6\u1788\u17d2\u1798\u17c4\u17c7\u1793\u17b7\u1784\u178f\u1798\u17d2\u179b\u17c3\u179a\u1794\u179f\u17cb\u179c\u17b6\u1793\u17c5\u179b\u17be page \u1793\u17c3\u17a0\u17b6\u1784\u17a2\u1793\u17a1\u17b6\u1789\u17d4 \u1787\u17b6\u1798\u17bd\u1799\u1793\u17b9\u1784 frameworks \u178a\u17bc\u1785\u1787\u17b6 Symfony \u17ac Laravel \u17a2\u17d2\u1793\u1780\u17a2\u17b6\u1785\u1780\u17b6\u178f\u17cb\u1794\u1793\u17d2\u1790\u1799\u1780\u17b6\u179a\u1784\u17b6\u179a\u178a\u178a\u17c2\u179b\u17d7\u178a\u17c4\u1799\u1780\u17b6\u179a\u1798\u17b7\u1793\u1781\u17d2\u1787\u17c7\u1781\u17d2\u1787\u17b6\u1799\u1796\u17c1\u179b\u179c\u17c1\u179b\u17b6\u179a\u1794\u179f\u17cb\u17a2\u17d2\u1793\u1780\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u179f\u179a\u179f\u17c1\u179a\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8 standard modules \u17a1\u17be\u1784\u179c\u17b7\u1789\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Go_(programming_language)\">Go<\/a>&#8211; \u17a2\u17b6\u1785\u1787\u17bd\u1799 implement backend \u178a\u17c2\u179b\u1787\u17bd\u1799\u17b1\u17d2\u1799 product \u1793\u17b9\u1784\u1792\u17d2\u179c\u17be\u17a2\u1793\u17d2\u178f\u179a\u1780\u1798\u17d2\u1798\u17d4 \u179c\u17b6\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1787\u17b6\u1789\u17b9\u1780\u1789\u17b6\u1794\u17cb\u1794\u17c6\u1795\u17bb\u178f\u178a\u17be\u1798\u17d2\u1794\u17b8\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d microservices \u1793\u17b7\u1784 high-load projects \u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1787\u17b6\u1785\u17d2\u179a\u17be\u1793\u1780\u17c6\u1796\u17bb\u1784\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799 website \u17ac application\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/C_%EF%BC%83_(programming_language)\">C#<\/a>&#8211; \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1796\u17c1\u1789\u1793\u17b7\u1799\u1798\u1796\u17b8\u179f\u17c6\u178e\u17b6\u1780\u17cb developers \u1796\u17d2\u179a\u17c4\u17c7\u179c\u17b6\u1798\u17b6\u1793\u1790\u17b6\u1798\u1796\u179b\u179a\u1794\u179f\u17cb&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/C%2B%2B\">C++<\/a>\u1794\u17c9\u17bb\u1793\u17d2\u178f\u17c2\u179c\u17b6\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1794\u17d2\u179a\u17be\u1787\u17b6\u1784\u178a\u17c4\u1799\u179f\u17b6\u179a\u179c\u17b6\u1780\u17b6\u179a\u1796\u17b6\u179a commands \u1796\u17b8 errors \u178a\u17c2\u179b\u1787\u17b6\u1792\u1798\u17d2\u1798\u178f\u17b6\u179c\u17b6\u17a2\u17b6\u1785\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/C%2B%2B\">C++<\/a>&nbsp;\u1785\u17d2\u179a\u17a1\u17c6\u1794\u17b6\u1793\u17d4<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/Xgw9P86nP0G2UoDB1aUUk8fdb5VexB6L\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7\">Fullstack Developer<\/h2>\n\n\n\n<p>Fullstack Developer \u179a\u17b6\u1794\u17cb\u179a\u1784\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1791\u17b6\u17c6\u1784\u1795\u17d2\u1793\u17c2\u1780\u1781\u17b6\u1784 frontend \u1793\u17b7\u1784\u1795\u17d2\u1793\u17c2\u1780\u1781\u17b6\u1784 backend\u17d4 \u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u17a2\u17b6\u1785\u1794\u1784\u17d2\u1780\u17be\u178f web application \u1791\u17b6\u17c6\u1784\u1798\u17bc\u179b\u1796\u17b8 layout \u1798\u17bd\u1799\u1791\u17c5\u1787\u17b6 business logic \u1793\u17c5\u179b\u17be\u1798\u17c9\u17b6\u179f\u17ca\u17b8\u1793 server\u17d4 Fullstack \u1794\u1784\u17d2\u1780\u17be\u178f\u179f\u17d2\u1790\u17b6\u1794\u178f\u17d2\u1799\u1780\u1798\u17d2\u1798 \u1793\u17b7\u1784\u179f\u17d2\u1793\u17bc\u179b\u1793\u17c3\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a \u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1798\u17bb\u1781\u1784\u17b6\u179a \u179f\u179a\u179f\u17c1\u179a\u1780\u17bc\u178a \u1794\u1784\u17d2\u1780\u17be\u178f\u1791\u17c6\u1796\u17d0\u179a\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u178a\u17c4\u1799\u1785\u17b6\u1794\u17cb\u1795\u17d2\u178f\u17be\u1798\u1796\u17b8 layout testing \u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a \u17a0\u17be\u1799\u1793\u17b7\u1784\u1792\u17d2\u179c\u17be\u1794\u1785\u17d2\u1785\u17bb\u1794\u17d2\u1794\u1793\u17d2\u1793\u1797\u17b6\u1796 databases \u1793\u17b7\u1784 sections\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"8\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Fullstack developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>\u1798\u17b6\u1793\u1787\u1798\u17d2\u179a\u17be\u179f\u1787\u17b6\u1785\u17d2\u179a\u17be\u1793\u178e\u17b6\u179f\u17cb\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a backend\u17d4 \u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u1797\u17b6\u179f\u17b6 Python \u179a\u17bd\u1798\u1794\u1789\u17d2\u1785\u17bc\u179b\u1782\u17d2\u1793\u17b6\u1787\u17b6\u1798\u17bd\u1799 Django \u17ac PHP framework \u1793\u17b7\u1784 framework \u1798\u17bd\u1799\u1780\u17d2\u1793\u17bb\u1784\u1785\u17c6\u178e\u17c4\u1798\u17d6 Laravel, YII, \u17ac Symfony\u17d4 \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 C# \u17a2\u17d2\u1793\u1780\u17a2\u17b6\u1785\u1794\u17d2\u179a\u17be framework ASP.Net \u17a0\u17be\u1799\u1794\u17be\u179f\u17c6\u179a\u17b6\u1794\u17cb Java \u179c\u17b7\u1789\u17a2\u17d2\u1793\u1780\u17a2\u17b6\u1785\u1794\u17d2\u179a\u17be Spring\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"9\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/2JG3s0rAlt9sD_FNPPIFIfg7vv0CBOWQ\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"10\">Tester \u1793\u17b7\u1784 QA Engineer<\/h2>\n\n\n\n<p>Tester \u1798\u17be\u179b\u1796\u17b8\u179c\u17b7\u1792\u17b8\u178a\u17c2\u179b product \u1792\u17d2\u179c\u17be\u1798\u17bb\u1781\u1784\u17b6\u179a\u179a\u1794\u179f\u17cb\u179c\u17b6\u1793\u17b7\u1784\u179a\u1794\u17c0\u1794\u178a\u17c2\u179b\u179c\u17b6\u1794\u17d2\u179a\u1796\u17d2\u179a\u17b9\u178f\u17d2\u178a\u1780\u17d2\u1793\u17bb\u1784\u179f\u17d2\u1790\u17b6\u1793\u1797\u17b6\u1796\u1798\u17b7\u1793\u179f\u17d2\u178f\u1784\u17cb\u178a\u17b6\u179a\u17d4 \u17a2\u17d2\u1793\u1780\u178a\u17c2\u179b\u1791\u17be\u1794\u178f\u17c2\u1785\u17b6\u1794\u17cb\u1795\u17d2\u178f\u17be\u1798\u178a\u17c6\u1794\u17bc\u1784 \u178f\u17d2\u179a\u17bc\u179c\u1799\u179b\u17cb\u1796\u17b8\u1797\u17b6\u1796\u1781\u17bb\u179f\u1782\u17d2\u1793\u17b6\u1799\u17c9\u17b6\u1784\u179f\u17c6\u1781\u17b6\u1793\u17cb\u179a\u179c\u17b6\u1784\u1780\u17b6\u179a\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u178a\u17c3 (\u1793\u17c5\u1796\u17c1\u179b\u178a\u17c2\u179b product \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u178a\u17c3) \u1793\u17b7\u1784\u179f\u17d2\u179c\u17d0\u1799\u1794\u17d2\u179a\u179c\u178f\u17d2\u178f\u17b7\u1780\u1798\u17d2\u1798 (\u1793\u17c5\u1796\u17c1\u179b\u178a\u17c2\u179b\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f software \u178a\u17c4\u1799\u179f\u17d2\u179c\u17d0\u1799\u1794\u17d2\u179a\u179c\u178f\u17d2\u178f\u17b7\u178a\u17c4\u1799\u1782\u17d2\u1798\u17b6\u1793\u1787\u17c6\u1793\u17bd\u1799\u1796\u17b8\u1798\u1793\u17bb\u179f\u17d2\u179f)\u17d4 \u1787\u17b6\u1794\u17d2\u179a\u1796\u17c3\u178e\u17b8 tester \u1785\u17b6\u1794\u17cb\u1795\u17d2\u178f\u17be\u1798\u17a2\u17b6\u1787\u17b8\u1796\u1787\u17b6\u1798\u17bd\u1799\u1793\u17b9\u1784\u1780\u17b6\u179a\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u178a\u17c3\u178a\u17c2\u179b\u1780\u17d2\u1793\u17bb\u1784\u1796\u17c1\u179b\u178f\u17c2\u1798\u17bd\u1799\u1793\u17c4\u17c7\u1780\u17cf\u178f\u17d2\u179a\u17bc\u179c\u179a\u17c0\u1793 programming languages \u178a\u17be\u1798\u17d2\u1794\u17b8\u1794\u17d2\u178f\u17bc\u179a\u1791\u17c5\u1787\u17b6\u17a2\u17d2\u1793\u1780\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u179f\u17d2\u179c\u17d0\u1799\u1794\u17d2\u179a\u179c\u178f\u17d2\u178f\u17b7\u1795\u1784\u178a\u17c2\u179a\u17d4<\/p>\n\n\n\n<p>\u1787\u17b6\u1792\u1798\u17d2\u1798\u178f\u17b6 QA Engineer \u1782\u17ba\u1787\u17b6\u17a2\u17d2\u1793\u1780\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784 product \u1795\u1784\u178a\u17c2\u179a\u17d4 \u1780\u17b6\u179a\u1784\u17b6\u179a\u179a\u1794\u179f\u17cb\u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u1782\u17ba\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u179f\u17d2\u178f\u1784\u17cb\u178a\u17b6\u179a\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1787\u17d2\u179a\u17be\u179f\u179a\u17be\u179f\u17a7\u1794\u1780\u179a\u178e\u17cd\u178a\u17be\u1798\u17d2\u1794\u17b8\u1780\u17b6\u178f\u17cb\u1794\u1793\u17d2\u1790\u1799\u1785\u17c6\u1793\u17bd\u1793\u1780\u17c6\u17a0\u17bb\u179f\u17b1\u17d2\u1799\u17a2\u1794\u17d2\u1794\u1794\u179a\u1798\u17b6\u1793\u17c5\u1782\u17d2\u179a\u1794\u17cb\u178a\u17c6\u178e\u17b6\u1780\u17cb\u1780\u17b6\u179b \u1793\u17b7\u1784\u178f\u17d2\u179a\u17bd\u178f\u1796\u17b7\u1793\u17b7\u178f\u17d2\u1799\u1782\u17bb\u178e\u1797\u17b6\u1796\u1793\u17c3\u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"11\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b QA Engineer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>\u17a2\u17d2\u1793\u1780\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u178a\u17c3\u1798\u17b7\u1793\u1785\u17b6\u17c6\u1794\u17b6\u1785\u17cb\u178f\u17d2\u179a\u17bc\u179c\u1785\u17c1\u17c7\u1780\u17bc\u178a\u1791\u17c1\u17d4 \u1794\u17c9\u17bb\u1793\u17d2\u178f\u17c2\u179f\u17c6\u179a\u17b6\u1794\u17cb\u17a2\u17d2\u1793\u1780\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u1794\u17d2\u179a\u17be\u179c\u17b7\u1792\u17b8\u179f\u17b6\u179f\u17d2\u179a\u17d2\u178f\u178f\u17c1\u179f\u17d2\u178f\u17b7\u17cd\u179f\u17d2\u179c\u17d0\u1799\u1794\u17d2\u179a\u179c\u178f\u17d2\u178f\u17b7\u179c\u17b7\u1789\u1785\u17b6\u17c6\u1794\u17b6\u1785\u17cb\u178f\u17d2\u179a\u17bc\u179c\u1799\u179b\u17cb\u178a\u17b9\u1784\u17a2\u17c6\u1796\u17b8&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Python_(programming_language)\">Python<\/a>\u1793\u17b7\u1784 PyTest framework \u1793\u17b7\u1784\u1796\u17d2\u179a\u1798\u1791\u17b6\u17c6\u1784\u1785\u17c1\u17c7\u1794\u17d2\u179a\u17be Selenium \u178a\u17be\u1798\u17d2\u1794\u17b8\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u179f\u17b6\u1780\u179b\u17d2\u1794\u1784 web applications \u1795\u1784\u178a\u17c2\u179a \u1798\u17b7\u1793\u178f\u17c2\u1794\u17c9\u17bb\u178e\u17d2\u178e\u17c4\u17c7\u1780\u17cf\u178f\u17d2\u179a\u17bc\u179c\u1799\u179b\u17cb\u178a\u17b9\u1784\u17a2\u17c6\u1796\u17b8\u17a7\u1794\u1780\u179a\u178e\u17cd\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c2\u179b\u1798\u17b6\u1793\u179f\u17d2\u179a\u17b6\u1794\u17cb\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 browsers (\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 Chrome DevTools \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 Google Chrome \u1787\u17b6\u178a\u17be\u1798)\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Java\">Java<\/a>\u1780\u17cf\u1787\u17b6\u1797\u17b6\u179f\u17b6\u178a\u17cf\u1796\u17c1\u1789\u1793\u17b7\u1799\u1798\u1798\u17bd\u1799 \u1791\u17c0\u178f\u1795\u1784\u178a\u17c2\u179a\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1794\u1784\u17d2\u1780\u17be\u178f\u1780\u17b6\u179a\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u178a\u17c4\u1799\u179f\u17d2\u179c\u17d0\u1799\u1794\u17d2\u179a\u179c\u178f\u17d2\u178f\u17b7\u17d4 Selenium \u17a2\u17b6\u1785\u1794\u17d2\u179a\u17be\u1794\u17b6\u1793\u1787\u17b6\u1798\u17bd\u1799\u1797\u17b6\u179f\u17b6\u1791\u17b6\u17c6\u1784\u1796\u17b8\u179a\u178a\u17c2\u179b\u1798\u17b6\u1793\u1793\u17d0\u1799\u1790\u17b6\u179c\u17b6\u17a2\u17b6\u1785\u179a\u17bd\u1798\u1794\u1789\u17d2\u1785\u17bc\u179b\u1787\u17b6\u1798\u17bd\u1799 JUnit \u178a\u17c2\u179b\u1787\u17b6 frameworks \u178a\u17c2\u179b\u1780\u17c6\u1796\u17bb\u1784\u1796\u17c1\u1789\u1793\u17b7\u1799\u1798\u1794\u17c6\u1795\u17bb\u178f\u17d4 Jenkins \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u178a\u17be\u1798\u17d2\u1794\u17b8\u1794\u1784\u17d2\u1780\u17be\u178f\u1793\u17b7\u1784\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f projects \u1787\u17b6\u179a\u17bf\u1799\u17d7\u178a\u17c2\u179b\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u179c\u17b6\u1798\u17b6\u1793\u1797\u17b6\u1796\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1795\u17d2\u179b\u17b6\u179f\u17cb\u1794\u17d2\u178f\u17bc\u179a\u17d4<\/p>\n\n\n\n<p>\u1787\u17c6\u1793\u17bd\u179f\u17b1\u17d2\u1799\u1780\u17b6\u179a\u1794\u17d2\u179a\u17be Java \u17a2\u17d2\u1793\u1780\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u1780\u17cf\u17a2\u17b6\u1785\u1794\u17d2\u179a\u17be&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Kotlin_(programming_language)\">Kotlin<\/a>&nbsp;\u179c\u17b7\u1789\u17d4 syntax \u179a\u1794\u179f\u17cb\u179c\u17b6\u1798\u17b6\u1793\u179b\u1780\u17d2\u1781\u178e\u17c8\u178f\u17b7\u1785\u1787\u17b6\u1784\u1794\u17be\u1794\u17d2\u179a\u17c0\u1794\u1792\u17c0\u1794\u1791\u17c5\u1793\u17b9\u1784 Java \u178a\u17c2\u179b\u1798\u17bc\u179b\u17a0\u17c1\u178f\u17bb\u1793\u17c1\u17c7\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u179c\u17b6\u1780\u17b6\u1793\u17cb\u178f\u17c2\u1798\u17b6\u1793\u1797\u17b6\u1796\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1796\u17b7\u1793\u17b7\u178f\u17d2\u1799\u1798\u17be\u179b\u1780\u17bc\u178a\u1793\u17b7\u1784\u179f\u179a\u179f\u17c1\u179a\u178f\u17c1\u179f\u17d2\u178f API (\u179f\u17d2\u179c\u17c2\u1784\u179a\u1780\u1780\u17c6\u17a0\u17bb\u179f\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u178f\u1797\u17d2\u1787\u17b6\u1794\u17cb\u1793\u17c3 systems \u1795\u17d2\u179f\u17c1\u1784\u17d7\u1782\u17d2\u1793\u17b6)\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"12\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/VMckgMknDb0CGh5uiFwV9h7b-xH6dmZ_\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"13\">Mobile Developer<\/h2>\n\n\n\n<p>Mobile Developer \u1794\u1784\u17d2\u1780\u17be\u178f\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb smartphones tablets \u1793\u17b6\u17a1\u17b7\u1780\u17b6\u178a\u17c3 \u17ac\u17a7\u1794\u1780\u179a\u178e\u17cd\u1785\u179b\u17d0\u178f\u1795\u17d2\u179f\u17c1\u1784\u17d7\u17d4 \u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784\u179a\u17b6\u179b\u17cb\u178a\u17c6\u178e\u17b6\u1780\u17cb\u1780\u17b6\u179b\u1793\u17c3\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1793\u17cd\u178a\u17bc\u1785\u1787\u17b6\u17d6 \u179f\u17d2\u1790\u17b6\u1794\u178f\u17d2\u1799\u1780\u1798\u17d2\u1798 \u1780\u17b6\u179a\u1795\u17d2\u1791\u17c0\u1784\u1795\u17d2\u1791\u17b6\u178f\u17cb \u1794\u17be\u1780\u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a\u1795\u179b\u17b7\u178f\u1780\u1798\u17d2\u1798 \u1780\u17b6\u179a\u1795\u179b\u17b7\u178f \u1780\u17b6\u179a\u1794\u1789\u17d2\u1785\u17c1\u1789 updates \u17ac implements interface \u178a\u17c4\u1799\u1799\u17c4\u1784\u1791\u17c5\u178f\u17b6\u1798\u1780\u17b6\u179a design \u178a\u17c2\u179b\u1794\u17b6\u1793\u1795\u17d2\u178f\u179b\u17cb\u17b1\u17d2\u1799\u17d4 Mobile Developer \u17a2\u17b6\u1785\u1798\u17b6\u1793\u1787\u17c6\u1793\u17b6\u1789\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u1794\u17d2\u179a\u178f\u17b7\u1794\u178f\u17d2\u178f\u17b7\u1780\u17b6\u179a iOS \u17ac \u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u1794\u17d2\u179a\u178f\u17b7\u1794\u178f\u17d2\u178f\u17b7\u1780\u17b6\u179a Android \u1798\u17bd\u1799\u17d7\u1794\u17c9\u17bb\u178e\u17d2\u178e\u17c4\u17c7 \u1794\u17c9\u17bb\u1793\u17d2\u178f\u17c2\u1790\u17d2\u1798\u17b8\u17d7\u1793\u17c1\u17c7 cross-platform developers \u1780\u17c6\u1796\u17bb\u1784\u178f\u17c2\u1798\u17b6\u1793\u1794\u17d2\u179a\u1787\u17b6\u1794\u17d2\u179a\u17b7\u1799\u1797\u17b6\u1796\u1781\u17d2\u1796\u179f\u17cb\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"14\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Mobile Developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>\u1796\u17bd\u1780\u1782\u17c1\u1794\u17d2\u179a\u17be Kotlin \u1793\u17b7\u1784 Java\u17d4 \u179f\u17bc\u1798\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u17a2\u179a\u1782\u17bb\u178e\u1791\u17c5\u178a\u179b\u17cb\u1780\u17b6\u179a\u1782\u17b6\u17c6\u1791\u17d2\u179a\u179a\u1794\u179f\u17cb Google \u1791\u17be\u1794 Kotlin \u1794\u17b6\u1793\u1780\u17d2\u179b\u17b6\u1799\u1787\u17b6\u1797\u17b6\u179f\u17b6\u1795\u17d2\u179b\u17bc\u179c\u1780\u17b6\u179a\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8 Android\u17d4 \u1780\u17d2\u1793\u17bb\u1784\u1796\u17c1\u179b\u1787\u17b6\u1798\u17bd\u1799\u1782\u17d2\u1793\u17b6\u1793\u17c4\u17c7\u17a2\u17d2\u1793\u1780\u17a2\u17b6\u1785\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1794\u17b6\u1793\u1791\u17b6\u17c6\u1784\u1796\u17b8\u179a\u1797\u17b6\u179f\u17b6\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1782\u1798\u17d2\u179a\u17c4\u1784\u178f\u17c2\u1798\u17bd\u1799 \u178a\u17c2\u179b\u1796\u17bd\u1780\u179c\u17b6\u17a2\u17b6\u1785\u1794\u17d2\u179a\u17be\u1787\u17b6\u1798\u17bd\u1799\u1782\u17d2\u1793\u17b6\u1794\u17b6\u1793\u1796\u17b8\u1796\u17d2\u179a\u17c4\u17c7\u178f\u17c2 Kotlin \u1782\u17ba\u1787\u17b6 modified version \u179a\u1794\u179f\u17cb Java\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Swift_(programming_language)\">Swift<\/a>\u1794\u1784\u17d2\u1780\u17be\u178f products \u179f\u17c6\u179a\u17b6\u1794\u17cb Apple \u178a\u17bc\u1785\u1787\u17b6\u17d6 \u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u179f\u17c6\u179a\u17b6\u1794\u17cb iOS, Mac, \u1793\u17b6\u17a1\u17b7\u1780\u17b6\u179a Apple, \u1791\u17bc\u179a\u1791\u179f\u17d2\u179f\u1793\u17cd Apple\u17d4 \u179c\u17b6\u1798\u17b6\u1793\u1798\u17bb\u1781\u1784\u17b6\u179a\u1785\u17d2\u179a\u17be\u1793\u178a\u17c2\u179b\u1796\u17b7\u179f\u17c1\u179f\u17d7\u1793\u17b7\u1784\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1794\u17d2\u179a\u17be\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"15\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/CKSeRO16bvN6-_DiPfT9r8dHKsMvkq5K\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"16\">DevOps Engineer<\/h2>\n\n\n\n<p>DevOps \u1782\u17ba\u1787\u17b6\u179f\u17c6\u178e\u17bb\u17c6\u1793\u17c3\u1780\u17b6\u179a\u17a2\u1793\u17bb\u179c\u178f\u17d2\u178f \u17a7\u1794\u1780\u179a\u178e\u17cd\u1793\u17b7\u1784\u179c\u17b7\u1792\u17b8\u179f\u17b6\u179f\u17d2\u179a\u17d2\u178f\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u178a\u17c4\u17c7\u179f\u17d2\u179a\u17b6\u1799\u1794\u1789\u17d2\u17a0\u17b6\u179c\u17b7\u179f\u17d2\u179c\u1780\u1798\u17d2\u1798\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1780\u17d2\u179a\u17bb\u1798\u178a\u17c2\u179b\u1798\u17b6\u1793\u1782\u17c4\u179b\u1794\u17c6\u178e\u1784\u1794\u1793\u17d2\u178f\u1780\u17c2\u179b\u1798\u17d2\u17a2\u1793\u17b7\u1784\u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a\u179f\u17d2\u179c\u17d0\u1799\u1794\u17d2\u179a\u179c\u178f\u17d2\u178f\u17b7\u1780\u1798\u17d2\u1798\u17d4 \u179c\u17b7\u179f\u17d2\u179c\u1780\u179a DevOps \u1782\u17ba\u1787\u17b6\u1780\u17b6\u179a\u179b\u17b6\u1799\u1794\u1789\u17d2\u1785\u17bc\u179b\u1782\u17d2\u1793\u17b6\u179a\u179c\u17b6\u1784\u17a2\u17d2\u1793\u1780\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1793\u17cd \u17a2\u17d2\u1793\u1780\u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u1793\u17b7\u1784\u17a2\u17d2\u1793\u1780\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784\u17d4 \u1797\u17b6\u179a\u1780\u17b7\u1785\u17d2\u1785\u179a\u1794\u179f\u17cb\u1782\u17b6\u178f\u17cb\u179a\u17bd\u1798\u1798\u17b6\u1793\u1780\u17b6\u179a\u1792\u17b6\u1793\u17b6\u17b1\u17d2\u1799\u1794\u17b6\u1793\u1793\u17bc\u179c\u1780\u17b6\u179a\u1795\u17d2\u179b\u17b6\u179f\u17cb\u1794\u17d2\u178f\u17bc\u179a\u1796\u17b8\u1780\u17bc\u178a \u1791\u17c5\u1787\u17b6\u1795\u179b\u17b7\u178f\u1780\u1798\u17d2\u1798\u1793\u17b7\u1784\u178f\u17d2\u179a\u17bd\u178f\u1796\u17b7\u1793\u17b7\u178f\u17d2\u1799\u1780\u17b6\u179a\u17a2\u1793\u17bb\u179c\u178f\u17d2\u178f\u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"17\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b DevOps Engineer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>Python \u1782\u17ba\u1787\u17b6\u1797\u17b6\u179f\u17b6\u178a\u17cf\u1796\u17c1\u1789\u1793\u17b7\u1799\u1798\u1794\u17c6\u1795\u17bb\u178f\u1798\u17bd\u1799\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u178a\u17c4\u1799 DevOps\u17d6 \u179c\u17b6\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1793\u17b7\u1784\u17a2\u17b6\u1785\u1799\u1780\u1791\u17c5\u1794\u17d2\u179a\u17be\u1794\u17b6\u1793\u1793\u17c5\u1791\u17bc\u1791\u17b6\u17c6\u1784\u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u1794\u17d2\u179a\u178f\u17b7\u1794\u178f\u17d2\u178f\u17b7\u1780\u17b6\u179a\u1787\u17b6\u1785\u17d2\u179a\u17be\u1793\u1795\u17d2\u179f\u17c1\u1784\u1782\u17d2\u1793\u17b6\u17d4 \u17a7\u1794\u1780\u179a\u178e\u17cd\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784\u178a\u17bc\u1785\u1787\u17b6 (Docker, Kubernetes) \u1780\u17c6\u1796\u17bb\u1784\u1792\u17d2\u179c\u17be\u179f\u1798\u17b6\u17a0\u179a\u178e\u1780\u1798\u17d2\u1798\u1787\u17b6\u1794\u1793\u17d2\u178f\u1794\u1793\u17d2\u1791\u17b6\u1794\u17cb (Jenkins, GitLab) \u1780\u17b6\u179a\u178a\u17b6\u1780\u17cb\u1796\u1784\u17d2\u179a\u17b6\u1799\u1796\u17bb\u1798\u17d2\u1796\u1782\u17c6\u179a\u17bc (Puppet, Ansible, Terraform) \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1785\u17d2\u179a\u17be\u1793\u1794\u17c6\u1795\u17bb\u178f\u178a\u17c4\u1799 classic DevOps stack\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"18\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/tiWpkNm00vSr717oUhb8TNuGf_Q8N2wa\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"19\">Game Developer<\/h2>\n\n\n\n<p>\u1794\u1784\u17d2\u1780\u17be\u178f\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u17a0\u17d2\u1782\u17c1\u1798\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb platform \u1791\u17b6\u17c6\u1784\u1793\u17c1\u17c7\u17d6 \u1780\u17bb\u17c6\u1796\u17d2\u1799\u17bc\u1791\u17d0\u179a \u17a7\u1794\u1780\u179a\u178e\u17cd\u1785\u179b\u17d0\u178f consoles \u17ac VR \u1795\u17d2\u179f\u17c1\u1784\u17d7\u17d4 \u1782\u17b6\u178f\u17cb\/ \u1793\u17b6\u1784\u1794\u17d2\u179a\u1798\u17bc\u179b\u1795\u17d2\u178a\u17bb\u17c6\u1782\u17c6\u1793\u17b7\u178f\u1793\u17b7\u1784\u1780\u17b6\u179a\u179a\u1785\u1793\u17b6\u179a\u17bd\u1798\u1794\u1789\u17d2\u1785\u17bc\u179b\u1791\u17c5\u1780\u17d2\u1793\u17bb\u1784\u17a0\u17d2\u1782\u17c1\u1798\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u17d4 \u17a0\u17d2\u1782\u17c1\u1798 3D \u178a\u17c2\u179b\u17a2\u17b6\u1785\u17b1\u17d2\u1799\u17a2\u17d2\u1793\u1780\u179b\u17c1\u1784\u1785\u17d2\u179a\u17be\u1793\u17a2\u17d2\u1793\u1780\u1780\u17d2\u1793\u17bb\u1784\u1796\u17c1\u179b\u178f\u17c2\u1798\u17bd\u1799\u1798\u17b6\u1793\u1797\u17b6\u1796\u179f\u17d2\u1798\u17bb\u1780\u179f\u17d2\u1798\u17b6\u1789\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1794\u1784\u17d2\u1780\u17be\u178f\u1787\u17b6\u1784\u1791\u17c6\u179a\u1784\u17cb\u17a0\u17d2\u1782\u17c1\u1798 2D \u1792\u1798\u17d2\u1798\u178f\u17b6\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"20\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Game Developer \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>C# \u1782\u17ba\u1787\u17b6\u1797\u17b6\u179f\u17b6\u1798\u17bd\u1799\u178a\u17c2\u179b\u1796\u17c1\u1789\u1793\u17b7\u1799\u1798\u1794\u17c6\u1795\u17bb\u178f\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u17a0\u17d2\u1782\u17c1\u1798\u1796\u17d2\u179a\u17c4\u17c7\u1790\u17b6\u1795\u17d2\u1793\u17c2\u1780\u1793\u17c3 scripting \u179a\u1794\u179f\u17cb Unity \u178a\u17c2\u179b\u1787\u17b6\u1798\u17c9\u17b6\u179f\u17ca\u17b8\u1793\u178a\u17cf\u179b\u17d2\u1794\u17b8\u179b\u17d2\u1794\u17b6\u1789\u1798\u17bd\u1799\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u179f\u179a\u179f\u17c1\u179a\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1793\u17c4\u17c7\u17d4 \u17a2\u17d2\u1793\u1780\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1793\u17cd\u178f\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a\u179f\u17d2\u179c\u17c2\u1784\u1799\u179b\u17cb\u17a2\u17c6\u1796\u17b8 OOP loops functions \u1793\u17b7\u1784 arrays \u17a0\u17be\u1799\u178f\u17d2\u179a\u17bc\u179c\u1798\u17b6\u1793\u1780\u17b6\u179a\u1799\u179b\u17cb\u178a\u17b9\u1784\u1781\u17d2\u1796\u179f\u17cb\u17a2\u17c6\u1796\u17b8 Unity\u178a\u17be\u1798\u17d2\u1794\u17b8\u179f\u179a\u179f\u17c1\u179a\u1780\u17bc\u178a\u17b1\u17d2\u1799 platform \u178e\u17b6\u1798\u17bd\u1799\u17d4 Unity \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u1784\u17d2\u1780\u17be\u178f\u17a1\u17be\u1784\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb mobile devices \u1793\u17b7\u1784 cross-platform\u17d4<\/p>\n\n\n\n<p>\u1787\u17b6\u1798\u17bd\u1799 C ++ \u17a2\u17d2\u1793\u1780\u1798\u17b7\u1793\u178f\u17d2\u179a\u17b9\u1798\u178f\u17c2\u17a2\u17b6\u1785\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u17a0\u17d2\u1782\u17c1\u1798\u1794\u17c9\u17bb\u178e\u17d2\u178e\u17c4\u17c7\u1791\u17c1\u1794\u17c9\u17bb\u1793\u17d2\u178f\u17c2\u1790\u17c2\u1798\u1791\u17b6\u17c6\u1784\u17a2\u17b6\u1785\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1798\u17c9\u17b6\u179f\u17ca\u17b8\u1793\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1796\u17bd\u1780\u1782\u17c1\u1791\u17c0\u178f\u1795\u1784 (\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 Unreal Engine, Cryengine \u1793\u17b7\u1784\u1795\u17d2\u1793\u17c2\u1780\u179f\u17c6\u1781\u17b6\u1793\u17cb\u17d7\u1793\u17c3 Unity \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u179f\u179a\u179f\u17c1\u179a\u17a1\u17be\u1784\u178a\u17c4\u1799\u1797\u17b6\u179f\u17b6 C ++)\u17d4 \u179c\u17b6\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1782\u17c1\u1794\u17d2\u179a\u17be\u1787\u17b6\u1789\u17b9\u1780\u1789\u17b6\u1794\u17cb\u178a\u17be\u1798\u17d2\u1794\u17b8\u1794\u1784\u17d2\u1780\u17be\u178f\u17a0\u17d2\u1782\u17c1\u1798\u178a\u17c2\u179b\u1798\u17b6\u1793\u178f\u1798\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a\u1781\u17d2\u1796\u179f\u17cb\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u1794\u17d2\u179a\u17be\u1787\u17b6\u1798\u17bd\u1799\u1780\u17d2\u179a\u17b6\u17a0\u17d2\u179c\u17b7\u1780\u178a\u17c2\u179b\u1798\u17b6\u1793\u1797\u17b6\u1796\u179f\u17d2\u1798\u17bb\u1782\u179f\u17d2\u1798\u17b6\u1789\u1785\u17d2\u179a\u17be\u1793\u17d4 \u179c\u17b6\u1780\u17cf\u1782\u17b6\u17c6\u1791\u17d2\u179a features \u1780\u1798\u17d2\u179a\u17b7\u178f\u1791\u17b6\u1794\u178a\u17be\u1798\u17d2\u1794\u17b8\u17a2\u1793\u17bb\u1789\u17d2\u1789\u17b6\u178f\u17b1\u17d2\u1799 product \u1794\u1784\u17d2\u1780\u17be\u1793\u1794\u17d2\u179a\u179f\u17b7\u1791\u17d2\u1792\u1797\u17b6\u1796\u179f\u17c6\u179a\u17b6\u1794\u17cb platforms \u1787\u17b6\u1780\u17cb\u179b\u17b6\u1780\u17cb\u178e\u17b6\u1798\u17bd\u1799 (\u178a\u17bc\u1785\u1787\u17b6 PlayStation \u17ac Xbox)\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"21\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/SFEbrt00w9tJ9ICoICJkSl6GW_u7meoH\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"22\">Ethical Hacker<\/h2>\n\n\n\n<p>\u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u1796\u17b7\u1793\u17b7\u178f\u17d2\u1799\u1798\u17be\u179b\u179b\u17be\u179b\u1791\u17d2\u1792\u1797\u17b6\u1796\u178a\u17c2\u179b\u17a2\u17b6\u1785\u1780\u17b6\u179a\u1796\u17b6\u179a\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u1793\u17b7\u1784 platforms \u1796\u17b8\u1780\u17b6\u179a\u179c\u17b6\u1799\u1794\u17d2\u179a\u17a0\u17b6\u179a\u179a\u1794\u179f\u17cb\u1796\u17bd\u1780 Hacker \u1793\u17b7\u1784\u178e\u17c2\u1793\u17b6\u17c6\u1796\u17b8\u179a\u1794\u17c0\u1794\u178a\u17c2\u179b\u1798\u17d2\u1785\u17b6\u179f\u17cb\u17a2\u17b6\u1785\u1780\u17c2\u1794\u17d2\u179a\u17c2\u1795\u17d2\u1793\u17c2\u1780\u178a\u17c2\u179b\u1798\u17b6\u1793\u1797\u17b6\u1796\u1781\u17d2\u179c\u17c7\u1785\u1793\u17d2\u179b\u17c4\u17c7\u17d4 \u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u178f\u17d2\u179a\u17bc\u179c\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799 pentests \u178a\u17c2\u179b penetration tests \u1787\u17bd\u1799\u179a\u1780\u1797\u17b6\u1796\u1785\u1793\u17d2\u179b\u17c4\u17c7\u1794\u17d2\u179a\u17a0\u17c4\u1784\u178a\u17c2\u179b\u1784\u17b6\u1799\u179a\u1784\u1782\u17d2\u179a\u17c4\u17c7\u1795\u17d2\u1793\u17c2\u1780\u179f\u17bb\u179c\u178f\u17d2\u1790\u17b7\u1797\u17b6\u1796\u1793\u17c5\u179b\u17be\u1782\u17c1\u17a0\u1791\u17c6\u1796\u17d0\u179a \u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u1794\u17d2\u179a\u178f\u17b7\u1794\u178f\u17d2\u178f\u17b7\u1780\u17b6\u179a \u17ac\u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u179f\u17b6 \u1787\u17b8\u179c\u1780\u1798\u17d2\u1798 \u178a\u17bc\u1785\u17d2\u1793\u17c1\u17c7\u17a0\u17be\u1799\u1791\u17be\u1794 ethical hacker \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1782\u17c1\u17a0\u17c5\u1798\u17c9\u17d2\u1799\u17b6\u1784\u1791\u17c0\u178f\u1790\u17b6 pentester\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"23\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Ethical Hacker \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>Ethical hacker \u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u178a\u17c2\u179b\u1794\u17b6\u1793\u1795\u179b\u17b7\u178f\u179a\u17bd\u1785\u1793\u17b7\u1784\u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u1794\u17d2\u179a\u178f\u17b7\u1794\u178f\u17d2\u178f\u17b7\u1780\u17b6\u179a \u178a\u17bc\u1785\u17d2\u1793\u17c1\u17c7\u1782\u17b6\u178f\u17cb\/\u1793\u17b6\u1784\u1782\u17bd\u179a\u178f\u17c2\u1798\u17b6\u1793\u1785\u17c6\u178e\u17c1\u17c7\u178a\u17b9\u1784\u17a2\u17c6\u1796\u17b8\u1782\u17c4\u179b\u1780\u17b6\u179a\u178e\u17cd\u1793\u17b7\u1784\u1780\u17d2\u1794\u17bd\u1793\u178a\u17c4\u17c7\u179f\u17d2\u179a\u17b6\u1799\u1780\u17cf\u178a\u17bc\u1785\u1787\u17b6\u179c\u17b7\u1792\u17b8\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784\u1793\u17b7\u1784 hack \u1796\u17bd\u1780\u179c\u17b6\u178a\u17c2\u179a\u17d4<\/p>\n\n\n\n<p>Scripting language \u178a\u17bc\u1785\u1787\u17b6 Python \u1780\u17cf\u178f\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a\u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1795\u1784\u178a\u17c2\u179a \u1796\u17b8\u1796\u17d2\u179a\u17c4\u17c7 hacker \u178f\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a\u1794\u17d2\u179a\u17be\u179c\u17b6\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799 databases\u17d4 \u1797\u17b6\u179f\u17b6\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1780\u17d2\u1793\u17bb\u1784 standard automation \u178a\u17be\u1798\u17d2\u1794\u17b8\u179f\u179a\u179f\u17c1\u179a software components \u1798\u17b6\u1793\u178a\u17bc\u1785\u1787\u17b6 keylogger \u178a\u17c2\u179b\u1780\u178f\u17cb\u178f\u17d2\u179a\u17b6\u179a\u17b6\u179b\u17cb\u179f\u1780\u1798\u17d2\u1798\u1797\u17b6\u1796\u1793\u17c5\u179b\u17be\u1780\u17d2\u178f\u17b6\u179a\u1785\u17bb\u1785 \u17ac brute force \u178a\u17c2\u179b\u17a2\u17b6\u1785\u1791\u17b6\u1799\u1796\u17b6\u1780\u17d2\u1799\u179f\u17c6\u1784\u17b6\u178f\u17cb\u178a\u17c4\u1799\u1780\u17b6\u179a\u1787\u17d2\u179a\u17be\u179f\u179a\u17be\u179f\u178f\u17bd\u17a2\u1780\u17d2\u179f\u179a\u1795\u17d2\u179f\u17c1\u1784\u17d7\u179b\u17b6\u1799\u1794\u1789\u17d2\u1785\u17bc\u179b\u1782\u17d2\u1793\u17b6\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"24\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/CbEQffcJApT_GPIPgHbgaCip0ecaXB19\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"25\">Data Scientist<\/h2>\n\n\n\n<p>Data scientist \u1794\u1784\u17d2\u1780\u17be\u178f\u1782\u17c6\u179a\u17bc\u178a\u17c4\u1799\u1794\u17d2\u179a\u17be\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u178a\u17be\u1798\u17d2\u1794\u17b8\u1787\u17bd\u1799\u178a\u179b\u17cb\u17a2\u17b6\u1787\u17b8\u179c\u1780\u1798\u17d2\u1798\u1793\u17b7\u1784\u17a2\u1784\u17d2\u1782\u1780\u17b6\u179a\u17b1\u17d2\u1799\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u179f\u1798\u17d2\u179a\u17c1\u1785\u1785\u17b7\u178f\u17d2\u178f\u1780\u17b6\u1793\u17cb\u178f\u17c2\u1794\u17d2\u179a\u179f\u17be\u179a\u17d4 \u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 Data scientist \u17a2\u17b6\u1785\u1787\u17bd\u1799\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u1785\u179a\u17b6\u1785\u179a\u178e\u17cd\u178a\u17b9\u1780\u1787\u1789\u17d2\u1787\u17bc\u1793\u1794\u17d2\u179a\u179f\u17be\u179a\u17a1\u17be\u1784 \u179a\u17c0\u1794\u1785\u17c6\u1798\u17b6\u178f\u17b7\u1780\u17b6\u179a\u1794\u179f\u17cb\u179a\u17c4\u1784\u1780\u17bb\u1793\u17a2\u1793\u17a1\u17b6\u1789\u1791\u17c5\u178f\u17b6\u1798\u1785\u17c6\u178e\u17bc\u179b\u1785\u17b7\u178f\u17d2\u178f\u179a\u1794\u179f\u17cb\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb \u1793\u17b7\u1784\u1796\u17d2\u1799\u17b6\u1780\u179a\u178e\u17cd\u1796\u17b8\u178f\u1798\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a\u1795\u179b\u17b7\u178f\u1795\u179b\u17d4 \u1796\u17bd\u1780\u1782\u17c1\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1791\u17b6\u17c6\u1784\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1780\u17d2\u179a\u17bb\u1798\u17a0\u17ca\u17bb\u1793\u1792\u17c6\u17d7 \u1793\u17b7\u1784\u17a2\u17b6\u1787\u17b8\u179c\u1780\u1798\u17d2\u1798\u178a\u17c2\u179b\u1791\u17be\u1794\u178f\u17c2\u1785\u17b6\u1794\u17cb\u1795\u17d2\u178f\u17be\u1798\u1790\u17d2\u1798\u17b8\u17d7 (\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u1796\u17bd\u1780\u1782\u17c1\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1796\u17d2\u1799\u17b6\u1780\u179a\u178e\u17cd\u1793\u17b7\u1784\u1794\u1784\u17d2\u1780\u17be\u178f\u1782\u17c6\u179a\u17bc\u1793\u17c3\u17a5\u179a\u17b7\u1799\u17b6\u1794\u1791\u179a\u1794\u179f\u17cb\u17a2\u178f\u17b7\u1790\u17b7\u1787\u1793) \u1785\u17c6\u178e\u17c2\u1780\u17af\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u17a2\u1784\u17d2\u1782\u1780\u17b6\u179a\u179c\u17b7\u1791\u17d2\u1799\u17b6\u179f\u17b6\u179f\u17d2\u178f\u17d2\u179a\u179c\u17b7\u1789 (\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u1796\u17bd\u1780\u179c\u17b6\u1780\u17c6\u178e\u178f\u17cb\u179a\u17bb\u1780\u17d2\u1781\u1787\u17b6\u178f\u17b7\u178f\u17b6\u1798\u179a\u17bc\u1794\u179a\u17b6\u1784 \u1796\u178e\u17cc \u1793\u17b7\u1784\u179c\u17b6\u1799\u1793\u1797\u17b6\u1796\u1793\u17c3\u179f\u17d2\u179b\u17b9\u1780\u1788\u17be)\u17d4<\/p>\n\n\n\n<p>\u17a2\u17d2\u1793\u1780\u17af\u1780\u1791\u17c1\u179f\u1780\u17d2\u1793\u17bb\u1784\u179c\u17b7\u179f\u17d0\u1799\u1793\u17c1\u17c7\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799\u179f\u17d2\u1790\u17b7\u178f\u17b7 \u1780\u17b6\u179a\u1796\u17d2\u1799\u17b6\u1780\u179a\u178e\u17cd \u1793\u17b7\u1784\u17a2\u1793\u17bb\u179c\u178f\u17d2\u178f\u179c\u17b7\u1792\u17b8\u179f\u17b6\u179f\u17d2\u179a\u17d2\u178f machine learning \u1795\u17d2\u179f\u17c1\u1784\u17d7\u17d4<\/p>\n\n\n\n<p>Data scientist \u1792\u17d2\u179c\u17be\u178f\u17c1\u179f\u17d2\u178f\u179b\u17be\u179f\u1798\u17d2\u1798\u178f\u17b7\u1780\u1798\u17d2\u1798 \u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1796\u17b7\u179f\u17c4\u1792\u1793\u17cd\u1787\u17b6\u1798\u17bd\u1799\u1780\u17d2\u1794\u17bd\u1793\u178a\u17c4\u17c7\u179f\u17d2\u179a\u17b6\u1799 machine learning \u1793\u17b7\u1784 neural networks \u17a0\u17be\u1799\u1780\u17cf\u179a\u1780\u1798\u17be\u179b\u1782\u17c6\u179a\u17bc\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u178a\u17c2\u179b\u1798\u17b7\u1793\u1798\u17b6\u1793\u179a\u1785\u1793\u17b6\u179f\u1798\u17d2\u1796\u17d0\u1793\u17d2\u1792\u178f\u17d2\u179a\u17b9\u1798\u178f\u17d2\u179a\u17bc\u179c\u178a\u17be\u1798\u17d2\u1794\u17b8\u1791\u179f\u17d2\u179f\u1791\u17b6\u1799\u179b\u1791\u17d2\u1792\u1795\u179b \u178a\u17c2\u179b\u179c\u17b6\u17a2\u17b6\u1785\u1787\u17bd\u1799\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u17a2\u17b6\u1787\u17b8\u179c\u1780\u1798\u17d2\u1798\u1788\u17b6\u1793\u1781\u17d2\u1796\u179f\u17cb\u1798\u17bd\u1799\u1780\u17c6\u179a\u17b7\u178f\u17ac\u1780\u17cf\u1794\u1784\u17d2\u1780\u17be\u1793\u1794\u17d2\u179a\u17b6\u1780\u17cb\u1785\u17c6\u178e\u17c1\u1789\u1794\u17b6\u1793\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"26\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b Data Science \u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>Python \u1782\u17ba\u1787\u17b6\u1797\u17b6\u179f\u17b6\u1798\u17bd\u1799\u1780\u17d2\u1793\u17bb\u1784\u1785\u17c6\u178e\u17c4\u1798\u1797\u17b6\u179f\u17b6\u178a\u17c2\u179b\u1798\u17b6\u1793\u1794\u17d2\u179a\u1787\u17b6\u1794\u17d2\u179a\u17b7\u1799\u178a\u17c2\u179b\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1780\u17d2\u1793\u17bb\u1784 data science\u17d4 \u179c\u17b6\u1798\u17b6\u1793 syntax \u179f\u17b6\u1798\u1789\u17d2\u1789 \u178a\u17bc\u1785\u17d2\u1793\u17c1\u17c7\u179c\u17b6\u1794\u1784\u17d2\u1780\u179a\u1797\u17b6\u1796\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u179f\u17b7\u1780\u17d2\u179f\u17b6\u1797\u17b6\u179f\u17b6\u1793\u17c1\u17c7\u1794\u17b6\u1793\u1799\u17c9\u17b6\u1784\u1786\u17b6\u1794\u17cb\u179a\u17a0\u17d0\u179f\u17d4 Python \u1798\u17b6\u1793 libraries \u1793\u17b7\u1784 frameworks \u1798\u17bd\u1799\u1785\u17c6\u1793\u17bd\u1793\u1792\u17c6\u178a\u17bc\u1785\u1787\u17b6\u17d6 Data scientist \u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb Pandas \u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1780\u17b6\u179a\u179c\u17b7\u1797\u17b6\u1782\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799 \u17a0\u17be\u1799\u1794\u17d2\u179a\u17be NumPy library \u178a\u17be\u1798\u17d2\u1794\u17b8\u178a\u17c4\u17c7\u179f\u17d2\u179a\u17b6\u1799\u1794\u17d2\u179a\u1796\u17d0\u1793\u17d2\u1792\u179f\u1798\u17b8\u1780\u17b6\u179a\u179f\u17d2\u1798\u17bb\u1782\u179f\u17d2\u1798\u17b6\u1789\u17d4<\/p>\n\n\n\n<p>Scikit-learn \u1798\u17b6\u1793\u1794\u17d2\u179a\u1799\u17c4\u1787\u1793\u17cd\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb machine learning\u17d4 \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 Matplotlib (library \u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799 visualization) \u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u178a\u17c2\u179b\u1794\u17b6\u1793\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u179c\u17b7\u1797\u17b6\u1782\u1793\u17b9\u1784\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1795\u17d2\u179b\u17b6\u179f\u17cb\u1794\u17d2\u178f\u17bc\u179a\u1791\u17c5\u1787\u17b6 visual \u1780\u17d2\u179a\u17b6\u17a0\u17d2\u179c\u17d4<\/p>\n\n\n\n<p>\u1797\u17b6\u179f\u17b6 C \/ C ++ programming \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1780\u17d2\u1793\u17bb\u1784 data science \u1795\u1784\u178a\u17c2\u179a\u17d4 \u1794\u17be Python \u1795\u17d2\u178f\u179b\u17cb\u1793\u17bc\u179c\u1797\u17b6\u1796\u1784\u17b6\u1799\u179f\u17d2\u179a\u17bd\u179b\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1782\u17d2\u179a\u1794\u17cb\u1782\u17d2\u179a\u1784\u1780\u17bc\u178a \u17a2\u1789\u17d2\u1785\u17b9\u1784 C \/ C ++ \u1780\u17cf\u1787\u17bd\u1799\u1794\u1784\u17d2\u1780\u17be\u1793\u179b\u17d2\u1794\u17bf\u1793\u178a\u17c2\u179a\u17d4 \u1794\u17d2\u179a\u178f\u17b7\u1794\u178f\u17d2\u178f\u17b7\u1780\u17b6\u179a\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1786\u17d2\u179b\u17be\u1799\u178f\u1794\u179b\u17bf\u1793\u1787\u17b6\u1784\u1798\u17bb\u1793 \u178a\u17c2\u179b\u1787\u17b6\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u179c\u17b6\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 search engines \u17ac\u1794\u17d2\u179a\u17be\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u17a0\u17d2\u1782\u17c1\u1798\u1780\u17bb\u17c6\u1796\u17d2\u1799\u17bc\u1791\u17d0\u179a\u17d4 \u1798\u17c9\u17d2\u1799\u17b6\u1784\u179c\u17b7\u1789\u1791\u17c0\u178f\u1797\u17b6\u179f\u17b6\u1791\u17b6\u17c6\u1784\u1793\u17c1\u17c7\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u17d2\u179a\u17be\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u179f\u179a\u179f\u17c1\u179a libraries \u1793\u17b7\u1784 frameworks \u178a\u17be\u1798\u17d2\u1794\u17b8\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u179a\u1794\u179f\u17cb\u1796\u17bd\u1780\u1782\u17c1 (\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd TensorFlow \u17ac Shark \u1794\u17d2\u179a\u17be\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb machine learning) \u17d4<\/p>\n\n\n\n<p>\u17a2\u178f\u17d2\u1790\u1794\u17d2\u179a\u1799\u17c4\u1787\u1793\u17cd\u1793\u17c3\u1797\u17b6\u179f\u17b6&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/R_(programming_language)\">R<\/a>programming \u1782\u17ba\u179c\u17b6\u1798\u17b6\u1793\u1797\u17b6\u1796\u179f\u17b6\u1798\u1789\u17d2\u1789\u1794\u17c6\u1795\u17bb\u178f\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1798\u17be\u179b\u1783\u17be\u1789\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u17d4 \u1797\u17b6\u179f\u17b6&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/R_(programming_language)\">R<\/a>&nbsp;\u179f\u1784\u17d2\u1780\u178f\u17cb\u1792\u17d2\u1784\u1793\u17cb\u1791\u17c5\u179b\u17be\u179f\u17d2\u1790\u17b7\u178f\u17b7 \u178a\u17bc\u1785\u17d2\u1793\u17c1\u17c7 \u17a0\u17be\u1799\u1791\u17be\u1794 syntax \u179a\u1794\u179f\u17cb\u179c\u17b6\u1798\u17b6\u1793\u179b\u1780\u17d2\u1781\u178e\u17c8\u179f\u17d2\u1798\u17bb\u1782\u179f\u17d2\u1798\u17b6\u1789\u1787\u17b6\u1784\u1793\u17c5 Python\u17d4 \u179c\u17b6\u1798\u17b6\u1793 libraries \u1799\u17c9\u17b6\u1784\u1785\u17d2\u179a\u17be\u1793\u179f\u1793\u17d2\u1792\u17b9\u1780\u179f\u1793\u17d2\u1792\u17b6\u1794\u17cb \u179a\u17bd\u1798\u1791\u17b6\u17c6\u1784 machine learning (Caret, MLR, randomForest)powerful visualization libraries (Ggplot2, Esquisse, ggvis) \u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799 strings (stringr) \u1793\u17b7\u1784\u179a\u17c0\u1794\u1785\u17c6\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799 (Dplyr, data.table)\u17d4<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Matlab_programming_language\">Matlab<\/a>\u1787\u17bd\u1799\u1791\u17b6\u1789\u1799\u1780\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1796\u17b8\u1780\u17b6\u179a\u1795\u17d2\u1791\u17bb\u1780\u1780\u17d2\u1793\u17bb\u1784 cloud storage \u17ac pre-process \u1793\u17b7\u1784\u1794\u1784\u17d2\u1780\u17be\u178f\u179b\u1791\u17d2\u1792\u1795\u179b\u179c\u17b7\u1797\u17b6\u1782\u1787\u17b6\u1780\u17d2\u179a\u17b6\u17a0\u17d2\u179c\u178a\u17c4\u1799\u1794\u17d2\u179a\u17be Live Editor environment\u17d4 Matlab \u1780\u17b6\u178f\u17cb\u1794\u1793\u17d2\u1790\u1799\u1796\u17c1\u179b\u179c\u17c1\u179b\u17b6\u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1794\u17d2\u179a\u1797\u17c1\u1791\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1795\u17d2\u179f\u17c1\u1784\u17d7\u1782\u17d2\u1793\u17b6\u17d6 \u1796\u17b8\u179a\u17bc\u1794\u1797\u17b6\u1796\u1791\u17c5\u17a2\u178f\u17d2\u1790\u1794\u1791\u17d4 \u1798\u17c9\u17bc\u178a\u17c2\u179b machine learning \u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1782\u17c1\u1793\u17b7\u1799\u17b6\u1799\u1790\u17b6 \u179c\u17b6\u1780\u17cf\u17a2\u17b6\u1785\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1782\u17c1\u178a\u17b6\u1780\u17cb\u1794\u17d2\u179a\u17be\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 C \u17ac C ++ \u1795\u1784\u178a\u17c2\u179a\u17d4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"27\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/fsx1.itstep.org\/api\/v1\/files\/_ue5H1KNqdCdg2uRsrVodHG2g9jxYOqO\"><\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"28\">Data Analyst<\/h2>\n\n\n\n<p>\u17a2\u17d2\u1793\u1780\u179c\u17b7\u1797\u17b6\u1782\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1794\u17d2\u179a\u1798\u17bc\u179b \u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a \u179c\u17b7\u1797\u17b6\u1782 \u1793\u17b7\u1784\u1794\u1784\u17d2\u17a0\u17b6\u1789\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u17d4 \u17a2\u17d2\u1793\u1780\u179c\u17b7\u1797\u17b6\u1782\u1787\u17bd\u1799\u17a2\u17b6\u1787\u17b8\u179c\u1780\u1798\u17d2\u1798\u17b1\u17d2\u1799\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u179f\u1793\u17d2\u1793\u17b7\u178a\u17d2\u178b\u17b6\u1793\u179b\u17d2\u17a2\u1794\u17c6\u1795\u17bb\u178f\u1796\u17b8\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u17d4\u17a7\u1791\u17b6\u17a0\u179a\u178e\u17cd\u17d6 \u1792\u17d2\u179c\u17be\u1780\u17b6\u179a \u1780\u17c6\u178e\u178f\u17cb\u1790\u17b6\u1793\u17c5\u1796\u17c1\u179b\u178e\u17b6\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1797\u17b6\u1782\u1785\u17d2\u179a\u17be\u1793\u179f\u1798\u17d2\u179a\u17c1\u1785\u1785\u17b7\u178f\u17d2\u178f\u1794\u17d2\u178f\u17bc\u179a\u1791\u17c5\u1794\u17d2\u179a\u17be\u1782\u1798\u17d2\u179a\u17c4\u1784 premium \u1781\u178e\u17c8\u1796\u17c1\u179b\u1794\u17d2\u179a\u17be application\u17d4 \u17ac\u1798\u17bc\u179b\u17a0\u17c1\u178f\u17bb\u178e\u17b6\u1798\u17bd\u1799\u178a\u17c2\u179b\u1792\u17d2\u179c\u17be\u17b1\u17d2\u1799\u17a2\u17d2\u1793\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb\u1788\u1794\u17cb\u1794\u17d2\u179a\u17be\u179f\u17c1\u179c\u17b6\u1780\u1798\u17d2\u1798\u17d4<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"29\">\u178f\u17be\u1797\u17b6\u179f\u17b6\u17a2\u17d2\u179c\u17b8\u1781\u17d2\u179b\u17c7\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u179c\u17b7\u1797\u17b6\u1782\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1799\u1780\u1798\u1780\u1794\u17d2\u179a\u17be\u1794\u17d2\u179a\u17b6\u179f\u17cb?<\/h2>\n\n\n\n<p>\u17a2\u17d2\u1793\u1780\u179c\u17b7\u1797\u17b6\u1782\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u178a\u17c4\u1799\u1794\u17d2\u179a\u17be\u179c\u17b7\u1792\u17b8\u179f\u17b6\u179f\u17d2\u178f\u17d2\u179a\u1781\u17b6\u1784\u179f\u17d2\u1790\u17b7\u178f\u17b7\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u179f\u1793\u17d2\u1793\u17b7\u178a\u17d2\u178b\u17b6\u1793\u1796\u17d0\u178f\u17cc\u1798\u17b6\u1793\u178a\u17c2\u179b\u1798\u17b6\u1793 \u178a\u17bc\u1785\u17d2\u1793\u17c1\u17c7 Python \u1793\u17b7\u1784 R \u1793\u17c5\u178f\u17c2\u1798\u17b6\u1793\u1782\u17bb\u178e\u1794\u17d2\u179a\u1799\u17c4\u1787\u1793\u17cd\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u1784\u17b6\u179a\u1793\u17c1\u17c7\u17d4 Scripts \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1797\u17b6\u179f\u17b6\u1791\u17b6\u17c6\u1784\u1793\u17c1\u17c7\u17a2\u17b6\u1785\u178a\u17c6\u178e\u17be\u179a\u1780\u17b6\u179a\u1794\u17b6\u1793\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784 Tableau (\u178f\u17b6\u1798\u179a\u1799\u17c8 TabPy) \u1793\u17b7\u1784 Power BI \u1793\u17c5\u1781\u178e\u17c8\u1796\u17c1\u179b\u178a\u17c2\u179b\u1780\u17b6\u179a\u179f\u1793\u17d2\u1793\u17b7\u178a\u17d2\u178b\u17b6\u1793\u1793\u17b7\u1784 metrics \u17a2\u17b6\u1785\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1794\u1784\u17d2\u17a0\u17b6\u1789\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u1795\u17d2\u1791\u17b6\u17c6\u1784\u1796\u17d0\u178f\u17cc\u1798\u17b6\u1793\u178a\u17c2\u179b\u1784\u17b6\u1799\u1798\u17be\u179b\u1799\u179b\u17cb\u17d4 \u1794\u1793\u17d2\u1790\u17c2\u1798\u179b\u17be\u178f\u17b6\u179a\u17b6\u1784 Excel \u17a2\u17d2\u1793\u1780\u179c\u17b7\u1797\u17b6\u1782\u17a2\u17b6\u1785\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1787\u17b6\u1798\u17bd\u1799\u1791\u17b7\u1793\u17d2\u1793\u1793\u17d0\u1799\u1796\u17b8 databases\u17d4 \u178a\u17be\u1798\u17d2\u1794\u17b8\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1784\u17b6\u179a\u1793\u17c1\u17c7\u1794\u17b6\u1793 \u1799\u17be\u1784\u178f\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a\u1787\u17b6\u1785\u17b6\u17c6\u1794\u17b6\u1785\u17cb\u1793\u17bc\u179c\u1785\u17c6\u178e\u17c1\u17c7\u178a\u17b9\u1784\u1781\u17b6\u1784\u1797\u17b6\u179f\u17b6 SQL\u17d4<\/p>\n\n\n\n<p>\u1796\u17bd\u1780\u1799\u17be\u1784\u179f\u1784\u17d2\u1783\u17b9\u1798\u1790\u17b6\u17a2\u178f\u17d2\u1790\u1794\u1791\u1793\u17c1\u17c7\u1794\u17b6\u1793\u1795\u17d2\u178f\u179b\u17cb\u17b1\u17d2\u1799\u17a2\u17d2\u1793\u1780\u1793\u17bc\u179c\u1782\u17c6\u1793\u17b7\u178f\u1798\u17bd\u1799\u1785\u17c6\u1793\u17bd\u1793\u178a\u17c2\u179b\u1791\u17b6\u1780\u17cb\u1791\u1784\u17a2\u17c6\u1796\u17b8\u1780\u17b6\u179a\u1784\u17b6\u179a\u1793\u17b7\u1784\u1797\u17b6\u179f\u17b6 programming\u17d4 \u178a\u17be\u1798\u17d2\u1794\u17b8\u1780\u17d2\u179b\u17b6\u1799\u1787\u17b6\u17a2\u17d2\u1793\u1780\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1793\u17cd\u17a2\u17b6\u1787\u17b8\u1796\u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u179c\u17b7\u179f\u17d0\u1799\u178e\u17b6\u1798\u17bd\u1799\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u1787\u17d2\u179a\u17be\u179f\u179a\u17be\u179f \u1787\u17b6\u179a\u17bf\u1799\u17d7\u179c\u17b6\u1798\u17b7\u1793\u17a2\u17b6\u1785\u1791\u17c5\u179a\u17bd\u1785\u1791\u17c1\u178a\u17c4\u1799\u1782\u17d2\u179a\u17b6\u1793\u17cb\u178f\u17c2\u179a\u17c0\u1793\u1793\u17b7\u1784\u179f\u17d2\u1782\u17b6\u179b\u17cb\u1797\u17b6\u179f\u17b6 programming \u178f\u17c2\u1798\u17bd\u1799\u1797\u17b6\u179f\u17b6\u1793\u17c4\u17c7 \u1798\u17c9\u17d2\u1799\u17b6\u1784\u1791\u17c0\u178f\u1780\u17b6\u179a\u17a2\u1797\u17b7\u179c\u178c\u17d2\u178d\u1787\u17c6\u1793\u17b6\u1789\u179c\u17b7\u1787\u17d2\u1787\u17b6\u1787\u17b8\u179c\u17c8\u1790\u17d2\u1798\u17b8\u17d7\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1791\u17b6\u1798\u1791\u17b6\u179a\u17b1\u17d2\u1799\u1792\u17d2\u179c\u17be\u1787\u17b6\u1794\u17d2\u179a\u1785\u17b6\u17c6 \u178a\u17be\u1798\u17d2\u1794\u17b8\u1794\u17d2\u179a\u17b6\u1780\u178a\u1790\u17b6\u1787\u17c6\u1793\u17b6\u1789\u179c\u17b7\u1787\u17d2\u1787\u17b6\u1787\u17b8\u179c\u17c8\u179a\u1794\u179f\u17cb\u17a2\u17d2\u1793\u1780\u178a\u17be\u179a\u1791\u17b6\u1793\u17cb\u179f\u1798\u17d0\u1799\u1780\u17b6\u179b\u17d4 \u179f\u17bc\u1798\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1796\u17b7\u1793\u17b7\u178f\u17d2\u1799\u1798\u17be\u179b\u1780\u1798\u17d2\u1798\u179c\u17b7\u1792\u17b8\u179f\u17b7\u1780\u17d2\u179f\u17b6\u1787\u17c6\u1793\u17b6\u1789\u179a\u1794\u179f\u17cb\u1799\u17be\u1784&nbsp;<a href=\"https:\/\/cambodia.itstep.org\/programming\">Software Development<\/a>&nbsp;\u178a\u17c2\u179b\u17a2\u17b6\u1785\u1787\u17bd\u1799\u17a2\u17d2\u1793\u1780\u1780\u17d2\u1793\u17bb\u1784\u1780\u17b6\u179a\u179a\u17c0\u1793\u1787\u17c6\u1793\u17b6\u1789\u178a\u17c2\u179b\u1780\u17c6\u1796\u17bb\u1784\u1798\u17b6\u1793\u178f\u1798\u17d2\u179a\u17bc\u179c\u1780\u17b6\u179a \u178a\u17be\u1798\u17d2\u1794\u17b8\u1780\u179f\u17b6\u1784\u17a2\u17b6\u1787\u17b8\u1796\u1794\u17d2\u179a\u1780\u1794\u178a\u17c4\u1799\u1797\u17b6\u1796\u1787\u17c4\u1782\u1787\u17d0\u1799\u1780\u17d2\u1793\u17bb\u1784\u1795\u17d2\u1793\u17c2\u1780 IT\u17d4 \u179f\u17bc\u1798\u1792\u17d2\u179c\u17be\u1780\u17b6\u179a\u1791\u17c6\u1793\u17b6\u1780\u17cb\u1791\u17c6\u1793\u1784\u1798\u1780\u1780\u17b6\u1793\u17cb\u1796\u17bd\u1780\u1799\u17be\u1784\u1794\u17d2\u179a\u179f\u17b7\u1793\u1794\u17be\u17a2\u17d2\u1793\u1780\u1785\u1784\u17cb\u179f\u17d2\u179c\u17c2\u1784\u1799\u179b\u17cb\u1796\u17b8\u1796\u17d0\u178f\u17cc\u1798\u17b6\u1793\u179b\u1798\u17d2\u17a2\u17b7\u178f\u17a2\u17c6\u1796\u17b8\u179c\u1782\u17d2\u1782\u179f\u17b7\u1780\u17d2\u179f\u17b6 programming \u178a\u17c2\u179b\u179c\u17b7\u1791\u17d2\u1799\u17b6\u179f\u17d2\u1790\u17b6\u1793 IT Academy STEP Cambodia \u1793\u17b9\u1784\u1792\u17d2\u179c\u17be\u1787\u17b6\u179f\u17d2\u1796\u17b6\u1793\u179f\u1798\u17d2\u179a\u17b6\u1794\u17cb\u1785\u1798\u17d2\u179b\u1784\u17a2\u17d2\u1793\u1780\u17b1\u17d2\u1799\u1791\u17c5\u178a\u179b\u17cb\u1782\u17c4\u179b\u178a\u17c5\u17d4<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Programming language \u1793\u17b8\u1798\u17bd\u1799\u17d7\u1782\u17bd\u179a\u178f\u17c2\u178f\u17d2\u179a\u17bc\u179c\u1794\u17b6\u1793\u1787\u17d2\u179a\u17be\u179f\u179a\u17be\u179f\u178a\u17c4\u1799\u1796\u17b9\u1784\u1795\u17d2\u17a2\u17c2\u1780\u179b\u17be\u1794\u1789\u17d2\u17a0\u17b6\u1787\u17b6\u1780\u17cb\u179b\u17b6\u1780\u17cb\u178a\u17c2\u179b\u17a2\u17d2\u1793\u1780\u1782\u17d2\u179a\u17c4\u1784\u1793\u17b9\u1784\u178a\u17c4\u17c7\u179f\u17d2\u179a\u17b6\u1799\u17d4 \u1793\u17c5\u1780\u17d2\u1793\u17bb\u1784\u17a2\u178f\u17d2\u1790\u1794\u1791\u1793\u17c1\u17c7\u1799\u17be\u1784\u1793\u17b9\u1784\u1796\u17b7\u1797\u17b6\u1780\u17d2\u179f\u17b6\u1790\u17b6\u178f\u17be programming language<\/p>\n","protected":false},"author":1,"featured_media":4819,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[206,140,589],"tags":[591,592,597,599,593,595,594,598,596],"class_list":["post-4818","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-programming","category-python","tag-backend","tag-backend-developer","tag-devops-engineer","tag-ethical-hacker","tag-frontend-developer","tag-fullstack","tag-fullstack-developer","tag-game-developer","tag-mobile-developer"],"_links":{"self":[{"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/posts\/4818","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/comments?post=4818"}],"version-history":[{"count":1,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/posts\/4818\/revisions"}],"predecessor-version":[{"id":4820,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/posts\/4818\/revisions\/4820"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/media\/4819"}],"wp:attachment":[{"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/media?parent=4818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/categories?post=4818"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/isophal.com\/news\/wp-json\/wp\/v2\/tags?post=4818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}