{"id":4601,"date":"2021-08-04T11:57:46","date_gmt":"2021-08-04T11:57:46","guid":{"rendered":"https:\/\/www.bearloga.space\/?page_id=4601"},"modified":"2021-08-04T11:57:47","modified_gmt":"2021-08-04T11:57:47","slug":"3-chto-takoe-noutbuk-jupyter","status":"publish","type":"page","link":"https:\/\/www.bearloga.space\/uk\/3-chto-takoe-noutbuk-jupyter\/","title":{"rendered":"3) \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043d\u043e\u0443\u0442\u0431\u0443\u043a Jupyter?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043d\u043e\u0443\u0442\u0431\u0443\u043a Jupyter?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0430\u043f\u0438\u0441\u043d\u0430\u044f \u043a\u043d\u0438\u0436\u043a\u0430 Jupyter \u2014 \u044d\u0442\u043e \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u043f\u0438\u0441\u0430\u0442\u044c \u043a\u043e\u0434\u044b \u0438 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430.\u00a0\u0412 \u0431\u043b\u043e\u043a\u043d\u043e\u0442\u0430\u0445 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0430\u0431\u0437\u0430\u0446, \u0443\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f, \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0441\u0441\u044b\u043b\u043a\u0438, \u0440\u0438\u0441\u0443\u043d\u043a\u0438 \u0438 \u0442\u0430\u043a \u0434\u0430\u043b\u0435\u0435.\u00a0\u0417\u0430\u043f\u0438\u0441\u043d\u0430\u044f \u043a\u043d\u0438\u0436\u043a\u0430 \u043f\u043e\u043b\u0435\u0437\u043d\u0430 \u0434\u043b\u044f \u043e\u0431\u043c\u0435\u043d\u0430 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430\u043c\u0438 \u0441 \u0432\u0430\u0448\u0435\u0439 \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0435\u0439, \u0444\u043e\u043a\u0443\u0441\u0438\u0440\u0443\u044f\u0441\u044c \u043d\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438 \u0438\u043b\u0438 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0430\u0446\u0438\u0438 \u0442\u0435\u0445\u043d\u0438\u043a\u0438.\u00a0Jupyter Notebook \u2014 \u044d\u0442\u043e \u0442\u0430\u043a\u0436\u0435 \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 Jupyter Notebook<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 Jupyter Notebook \u2014 \u044d\u0442\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0438\u0441\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u044b \u0438 \u043a\u043e\u0434\u044b \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0431-\u0431\u0440\u0430\u0443\u0437\u0435\u0440.\u00a0\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e, \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0430\u043c \u043d\u0435 \u043d\u0443\u0436\u0435\u043d \u0434\u043e\u0441\u0442\u0443\u043f \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \u0438\u043b\u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0435\u0440.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/fb4dd8e6053f958be104a09a5887e838.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/fb4dd8e6053f958be104a09a5887e838.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0430\u0436\u0434\u043e\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u044f\u0434\u0440\u043e.&nbsp;\u041d\u043e\u0432\u043e\u0435 \u044f\u0434\u0440\u043e \u200b\u200b\u0441\u043e\u0437\u0434\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437, \u043a\u043e\u0433\u0434\u0430 \u0432\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0435 Jupyter Notebook.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041a\u0430\u043a \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u043e\u043c Jupyter<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0438\u0436\u0435 \u0432\u044b \u0443\u0437\u043d\u0430\u0435\u0442\u0435, \u043a\u0430\u043a \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u043e\u043c Jupyter.\u00a0\u0412\u044b \u043d\u0430\u043f\u0438\u0448\u0435\u0442\u0435 \u043f\u0440\u043e\u0441\u0442\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u043a\u043e\u0434\u0430, \u0447\u0442\u043e\u0431\u044b \u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441\u043e \u0441\u0440\u0435\u0434\u043e\u0439 Jupyter.<strong>\u0428\u0430\u0433 1)<\/strong>\u00a0\u0412\u044b \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\u0435 \u0432 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0430\u043f\u043a\u0443, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0431\u0443\u0434\u0443\u0442 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0432\u0441\u0435 \u0437\u0430\u043f\u0438\u0441\u043d\u044b\u0435 \u043a\u043d\u0438\u0436\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b \u0441\u043e\u0437\u0434\u0430\u0434\u0438\u0442\u0435 \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f TensorFlow.\u041e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b \u0438 \u043d\u0430\u043f\u0438\u0448\u0438\u0442\u0435mkdir jupyter_tf jupyter notebook\u041a\u043e\u0434 \u041e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435mkdir jupyter_tf: \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0438\u043c\u0435\u043d\u0430 \u043f\u0430\u043f\u043e\u043a jupyter_tfjupyter notebook: \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 Jupyter<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/9bf70ce558f3b558af236c40514019b3.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/9bf70ce558f3b558af236c40514019b3.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 2)<\/strong>&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u043d\u043e\u0432\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0440\u0435\u0434\u044b.&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u043f\u0430\u043f\u043a\u0443 jupyter_tf.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/3ba455cd56a6182af4fc17dc8cfa4878.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/3ba455cd56a6182af4fc17dc8cfa4878.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 3)<\/strong>&nbsp;\u0412\u043d\u0443\u0442\u0440\u0438 \u044d\u0442\u043e\u0439 \u043f\u0430\u043f\u043a\u0438 \u0432\u044b \u0441\u043e\u0437\u0434\u0430\u0434\u0438\u0442\u0435 \u0441\u0432\u043e\u0439 \u043f\u0435\u0440\u0432\u044b\u0439 \u0431\u043b\u043e\u043a\u043d\u043e\u0442.&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u043a\u043d\u043e\u043f\u043a\u0443&nbsp;<strong>New<\/strong>&nbsp;\u0438&nbsp;<strong>Python 3<\/strong>&nbsp;.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/e8ff3a1e02745e92cee9ca465f9c47ea.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/e8ff3a1e02745e92cee9ca465f9c47ea.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 4)<\/strong>&nbsp;\u0412\u044b \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0435\u0441\u044c \u0432 \u0441\u0440\u0435\u0434\u0435 Jupyter.&nbsp;\u041f\u043e\u043a\u0430 \u0447\u0442\u043e \u0432\u0430\u0448 \u0431\u043b\u043e\u043a\u043d\u043e\u0442 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f Beforetled.ipynb.&nbsp;\u042d\u0442\u043e \u0438\u043c\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u0434\u0430\u043d\u043d\u043e\u0435 Jupyter.&nbsp;\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u0443\u0435\u043c \u0435\u0433\u043e, \u043d\u0430\u0436\u0430\u0432&nbsp;<strong>\u0424\u0430\u0439\u043b<\/strong>&nbsp;\u0438&nbsp;<strong>\u041f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/b92ce1bf6060d2830342597e9cae1361.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/b92ce1bf6060d2830342597e9cae1361.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435_jupyter<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0be5373c97ab3b3023b431e454d8e4dd.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0be5373c97ab3b3023b431e454d8e4dd.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 Jupyter Notebook \u0432\u044b \u043f\u0438\u0448\u0435\u0442\u0435 \u043a\u043e\u0434\u044b, \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442 \u0432\u043d\u0443\u0442\u0440\u0438 \u044f\u0447\u0435\u0435\u043a.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/cca7d9ead965e862052a57316711b825.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/cca7d9ead965e862052a57316711b825.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u043d\u0443\u0442\u0440\u0438 \u044f\u0447\u0435\u0439\u043a\u0438 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043e\u0434\u043d\u0443 \u0441\u0442\u0440\u043e\u043a\u0443 \u043a\u043e\u0434\u0430.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0f4af6994f3fbfdbb8e01619d1341b1e.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0f4af6994f3fbfdbb8e01619d1341b1e.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0440\u043e\u043a.&nbsp;Jupyter \u0447\u0438\u0442\u0430\u0435\u0442 \u043a\u043e\u0434 \u043e\u0434\u043d\u0443 \u0441\u0442\u0440\u043e\u043a\u0443 \u0437\u0430 \u0434\u0440\u0443\u0433\u043e\u0439.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/302b256e6700d052d24a3d970cdfa448.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/302b256e6700d052d24a3d970cdfa448.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0435\u0441\u043b\u0438 \u0432\u044b \u043f\u0438\u0448\u0435\u0442\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0432\u043d\u0443\u0442\u0440\u0438 \u044f\u0447\u0435\u0439\u043a\u0438.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6e2707f00dbc64400a8a2cdd2e595632.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6e2707f00dbc64400a8a2cdd2e595632.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u0442 \u044d\u0442\u043e\u0442 \u0432\u044b\u0432\u043e\u0434.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/209ca1dfbdff62c87cd4f6200bfc4857.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/209ca1dfbdff62c87cd4f6200bfc4857.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 5)<\/strong>&nbsp;\u0412\u044b \u0433\u043e\u0442\u043e\u0432\u044b \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0441\u0432\u043e\u044e \u043f\u0435\u0440\u0432\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u043a\u043e\u0434\u0430.&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u044f\u0447\u0435\u0439\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0434\u0432\u0430 \u0446\u0432\u0435\u0442\u0430.&nbsp;\u0417\u0435\u043b\u0435\u043d\u044b\u0439 \u0446\u0432\u0435\u0442 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0432\u044b \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0435\u0441\u044c \u0432&nbsp;<strong>\u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f<\/strong>&nbsp;.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/2383da63f7a394c64f3b7cc482f14388.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/2383da63f7a394c64f3b7cc482f14388.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0434\u043d\u0430\u043a\u043e \u0441\u0438\u043d\u0438\u0439 \u0446\u0432\u0435\u0442 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0432\u044b \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0435\u0441\u044c \u0432&nbsp;<strong>\u0440\u0435\u0436\u0438\u043c\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f<\/strong>&nbsp;.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/bd3c649c4425da3aa04c863996dd3bf9.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/bd3c649c4425da3aa04c863996dd3bf9.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0430\u0448\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u043a\u043e\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c Guru99 !.&nbsp;\u0412\u043d\u0443\u0442\u0440\u0438 \u043a\u043b\u0435\u0442\u043a\u0438 \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">print(\"Guru99!\")<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0415\u0441\u0442\u044c \u0434\u0432\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0434 \u0432 Jupyter:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u0438 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435<\/strong><\/li><li><strong>\u0413\u043e\u0440\u044f\u0447\u0438\u0435 \u043a\u043b\u0430\u0432\u0438\u0448\u0438<\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0427\u0442\u043e\u0431\u044b \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0434, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u0436\u0430\u0442\u044c \u043d\u0430&nbsp;<strong>\u044f\u0447\u0435\u0439\u043a\u0443,<\/strong>&nbsp;\u0430 \u0437\u0430\u0442\u0435\u043c&nbsp;<strong>\u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u044f\u0447\u0435\u0439\u043a\u0438 \u0438 \u0432\u044b\u0431\u0435\u0440\u0438\u0442\u0435 \u043d\u0438\u0436\u0435<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/ab5ddb308bc4d701f6a11034fd88a41b.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/ab5ddb308bc4d701f6a11034fd88a41b.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u0434\u0435\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u0434 \u043d\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u043d \u043d\u0438\u0436\u0435 \u044f\u0447\u0435\u0439\u043a\u0438, \u0438 \u043d\u043e\u0432\u0430\u044f \u044f\u0447\u0435\u0439\u043a\u0430 \u043f\u043e\u044f\u0432\u0438\u043b\u0430\u0441\u044c \u0441\u0440\u0430\u0437\u0443 \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0432\u043e\u0434\u0430.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/adafc03e4423a25596dd6f7c29e84d0c.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/adafc03e4423a25596dd6f7c29e84d0c.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u043e\u043b\u0435\u0435 \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u043e\u0434\u0430 \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c&nbsp;<strong>\u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u044f \u043a\u043b\u0430\u0432\u0438\u0448<\/strong>&nbsp;.&nbsp;\u0427\u0442\u043e\u0431\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u044f\u043c \u043a\u043b\u0430\u0432\u0438\u0448, \u043f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u043a&nbsp;<strong>\u0421\u043f\u0440\u0430\u0432\u043a\u0430<\/strong>&nbsp;\u0438&nbsp;<strong>\u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u044f \u043a\u043b\u0430\u0432\u0438\u0448<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/f6f1f81581fc28a90e368a95bc7fb61b.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/f6f1f81581fc28a90e368a95bc7fb61b.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d \u0441\u043f\u0438\u0441\u043e\u043a \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0439 \u043a\u043b\u0430\u0432\u0438\u0448 \u0434\u043b\u044f \u043a\u043b\u0430\u0432\u0438\u0430\u0442\u0443\u0440\u044b MacOS.&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044f\u0440\u043b\u044b\u043a\u0438 \u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/d8389320dabbe7022f156a257f65e2e8.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/d8389320dabbe7022f156a257f65e2e8.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u044f\u0440\u043b\u044b\u043a\u0438 \u0434\u043b\u044f Windows<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/81ad6cf68867ef9043d3948d1d18ef17.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/81ad6cf68867ef9043d3948d1d18ef17.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430\u043f\u0438\u0448\u0438\u0442\u0435 \u044d\u0442\u0443 \u0441\u0442\u0440\u043e\u043a\u0443<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">print(\"Hello world!\")<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0438 \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u044f \u043a\u043b\u0430\u0432\u0438\u0448 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u043e\u0434\u0430.&nbsp;\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 alt + enter.&nbsp;\u043e\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442 \u044f\u0447\u0435\u0439\u043a\u0443 \u0438 \u0432\u0441\u0442\u0430\u0432\u0438\u0442 \u043d\u043e\u0432\u0443\u044e \u043f\u0443\u0441\u0442\u0443\u044e \u044f\u0447\u0435\u0439\u043a\u0443 \u043d\u0438\u0436\u0435, \u043a\u0430\u043a \u0432\u044b \u0434\u0435\u043b\u0430\u043b\u0438 \u0440\u0430\u043d\u044c\u0448\u0435.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/e81e25a8854e9afce4228e4b91b1ec01.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/e81e25a8854e9afce4228e4b91b1ec01.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 6)<\/strong>&nbsp;\u041f\u043e\u0440\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0411\u043b\u043e\u043a\u043d\u043e\u0442.&nbsp;\u041f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u0432&nbsp;<strong>\u0424\u0430\u0439\u043b<\/strong>&nbsp;\u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435&nbsp;<strong>\u0417\u0430\u043a\u0440\u044b\u0442\u044c \u0438 \u041e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/c88112d5e66a19bdf08625cf29ff74c6.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/c88112d5e66a19bdf08625cf29ff74c6.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435<\/strong>&nbsp;: Jupyter \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u0437\u0430\u043f\u0438\u0441\u043d\u0443\u044e \u043a\u043d\u0438\u0436\u043a\u0443 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u043e\u0439.&nbsp;\u0415\u0441\u043b\u0438 \u0443 \u0432\u0430\u0441 \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/8f963af7e9b1eea5cc4f056cdabcc79c.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/8f963af7e9b1eea5cc4f056cdabcc79c.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e Jupyter \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b \u0444\u0430\u0439\u043b \u0441\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438.&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0431\u043b\u043e\u043a\u043d\u043e\u0442<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/d2be5b3801c0e3f5009aa5c0452e990f.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/d2be5b3801c0e3f5009aa5c0452e990f.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u0431\u0443\u0434\u0435\u0442\u0435 \u043f\u0435\u0440\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043d\u0430 \u0433\u043b\u0430\u0432\u043d\u0443\u044e \u043f\u0430\u043d\u0435\u043b\u044c.&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u0434\u0435\u0442\u044c, \u0447\u0442\u043e \u0432\u0430\u0448\u0430 \u0437\u0430\u043f\u0438\u0441\u043d\u0430\u044f \u043a\u043d\u0438\u0436\u043a\u0430 \u0431\u044b\u043b\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0430 \u043c\u0438\u043d\u0443\u0442\u0443 \u043d\u0430\u0437\u0430\u0434.&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e \u0432\u044b\u0439\u0442\u0438 \u0438\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u044b.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/71f0aa5d3d4205fb3d9c985d535947e7.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/71f0aa5d3d4205fb3d9c985d535947e7.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u043d\u043e\u0443\u0442\u0431\u0443\u043a Jupyter \u0441 AWS<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0415\u0441\u043b\u0438 \u0443 \u0432\u0430\u0441 \u043d\u0435\u0442 \u0443\u0447\u0435\u0442\u043d\u043e\u0439 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 AWS, \u0441\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0443\u044e \u0443\u0447\u0435\u0442\u043d\u0443\u044e \u0437\u0430\u043f\u0438\u0441\u044c\u00a0<a href=\"https:\/\/translate.googleusercontent.com\/translate_c?depth=1&amp;pto=aue&amp;rurl=translate.google.ru&amp;sl=en&amp;sp=nmt4&amp;tl=ru&amp;u=https:\/\/aws.amazon.com\/free\/&amp;usg=ALkJrhiyIfL1fJZ6TgVZCuU6P-Oh2dZzVw\" target=\"_blank\" rel=\"noopener\">\u0437\u0434\u0435\u0441\u044c<\/a>\u00a0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u044b \u0431\u0443\u0434\u0435\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0427\u0430\u0441\u0442\u044c 1. \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u0430\u0440\u044b \u043a\u043b\u044e\u0447\u0435\u0439<\/li><li>\u0427\u0430\u0441\u0442\u044c 2. \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0433\u0440\u0443\u043f\u043f\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438<\/li><li>\u0427\u0430\u0441\u0442\u044c 3: \u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440<\/li><li>\u0427\u0430\u0441\u0442\u044c 4: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 Docker<\/li><li>\u0427\u0430\u0441\u0442\u044c 5: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 Jupyter<\/li><li>\u0427\u0430\u0441\u0442\u044c 6: \u0422\u0435\u0441\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0427\u0410\u0421\u0422\u042c 1: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u043f\u0430\u0440\u0443 \u043a\u043b\u044e\u0447\u0435\u0439<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 1)<\/strong>\u00a0\u0417\u0430\u0439\u0434\u0438\u0442\u0435 \u0432\u00a0<strong>\u0421\u0435\u0440\u0432\u0438\u0441\u044b<\/strong>\u00a0\u0438 \u043d\u0430\u0439\u0434\u0438\u0442\u0435\u00a0<strong>EC2<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/5f7568510381f4a98efeee7ccfd89535.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/5f7568510381f4a98efeee7ccfd89535.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 2)<\/strong>&nbsp;\u041d\u0430 \u043f\u0430\u043d\u0435\u043b\u0438 \u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430&nbsp;<strong>\u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043f\u0430\u0440\u044b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/c5dcc028a2f73598fa497a65b0139aa0.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/c5dcc028a2f73598fa497a65b0139aa0.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 3)<\/strong>&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043f\u0430\u0440\u0443 \u043a\u043b\u044e\u0447\u0435\u0439<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/8d915b8ef449e12f6738d514c94ec5a9.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/8d915b8ef449e12f6738d514c94ec5a9.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<ol class=\"wp-block-list\"><li>\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u044d\u0442\u043e \u043a\u043b\u044e\u0447 Docker<\/li><li>\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u0421\u043e\u0437\u0434\u0430\u0442\u044c<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/70f59de387333e1b76ea8b0e3f914ae2.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/70f59de387333e1b76ea8b0e3f914ae2.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u043c\u044f \u0444\u0430\u0439\u043b\u0430 Docker_key.pem \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442\u0441\u044f.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/684ec90537abb478099fd31ed935730e.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/684ec90537abb478099fd31ed935730e.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 4)<\/strong>&nbsp;\u0421\u043a\u043e\u043f\u0438\u0440\u0443\u0439\u0442\u0435 \u0438 \u0432\u0441\u0442\u0430\u0432\u044c\u0442\u0435 \u0435\u0433\u043e \u0432 \u043a\u043b\u044e\u0447 \u043f\u0430\u043f\u043a\u0438.&nbsp;\u041d\u0430\u043c \u044d\u0442\u043e \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u0441\u044f \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0422\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 Mac OS<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e\u0442 \u0448\u0430\u0433 \u043a\u0430\u0441\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f Mac OS.&nbsp;\u0414\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 Windows \u0438\u043b\u0438 Linux \u043f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u043a \u0427\u0410\u0421\u0422\u0418 2<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0443\u0434\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043a\u043b\u044e\u0447 \u0444\u0430\u0439\u043b\u0430<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e, \u0441\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u043f\u0430\u043f\u043a\u0443 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c key.&nbsp;\u0414\u043b\u044f \u043d\u0430\u0441 \u043e\u043d \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0433\u043b\u0430\u0432\u043d\u043e\u0439 \u043f\u0430\u043f\u043a\u0438 Docker.&nbsp;\u0417\u0430\u0442\u0435\u043c \u0432\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u044d\u0442\u043e\u0442 \u043f\u0443\u0442\u044c \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">mkdir Docker\/key\ncd Docker\/key\t\t<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/21a55e5a51b3fedd9efc41c8f2df47a9.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/21a55e5a51b3fedd9efc41c8f2df47a9.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0427\u0410\u0421\u0422\u042c 2: \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u0442\u0435 \u0433\u0440\u0443\u043f\u043f\u0443 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 1)<\/strong>\u00a0\u0412\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0433\u0440\u0443\u043f\u043f\u0443 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438.\u00a0\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043a \u043d\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u0430\u043d\u0435\u043b\u0438<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/19a45dbdb2da10ca4d4158d047e78bb7.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/19a45dbdb2da10ca4d4158d047e78bb7.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 2)<\/strong>&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u00ab\u0421\u043e\u0437\u0434\u0430\u0442\u044c \u0433\u0440\u0443\u043f\u043f\u0443 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438\u00bb.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/cdc0b0ce214ee64b1f6dfd0f8761b3ff.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/cdc0b0ce214ee64b1f6dfd0f8761b3ff.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 3)<\/strong>&nbsp;\u041d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u044d\u043a\u0440\u0430\u043d\u0435<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u0412\u0432\u0435\u0434\u0438\u0442\u0435 \u0438\u043c\u044f \u0433\u0440\u0443\u043f\u043f\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u00abjupyter_docker\u00bb \u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0433\u0440\u0443\u043f\u043f\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f Docker.<\/li><li>\u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c 4 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u043e\u0432\u0435\u0440\u0445<\/li><\/ol>\n\n\n\n<ul class=\"wp-block-list\"><li>ssh: \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d \u043f\u043e\u0440\u0442\u043e\u0432 22, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a Anywhere<\/li><li>http: \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d \u043f\u043e\u0440\u0442\u043e\u0432 80, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a Anywhere<\/li><li>https: \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d \u043f\u043e\u0440\u0442\u043e\u0432 443, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a Anywhere<\/li><li>\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 TCP: \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d \u043f\u043e\u0440\u0442\u043e\u0432 8888, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a Anywhere<\/li><\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\"><li>\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u0421\u043e\u0437\u0434\u0430\u0442\u044c<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/edb28b2ea86b82c36608eea16a872b17.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/edb28b2ea86b82c36608eea16a872b17.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 4)<\/strong>&nbsp;\u0412\u043d\u043e\u0432\u044c \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u0430\u044f \u0433\u0440\u0443\u043f\u043f\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0431\u0443\u0434\u0435\u0442 \u0432 \u0441\u043f\u0438\u0441\u043a\u0435<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/cc74877206dbede838757802cf9e3c28.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/cc74877206dbede838757802cf9e3c28.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0427\u0430\u0441\u0442\u044c 3: \u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u043d\u0430\u043a\u043e\u043d\u0435\u0446 \u0433\u043e\u0442\u043e\u0432\u044b \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6166afc8c943a0bc5fdd37b1bf7ba7a5.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6166afc8c943a0bc5fdd37b1bf7ba7a5.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 1)<\/strong>&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0437\u0430\u043f\u0443\u0441\u043a\u0430<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/611b1b258b761a8a295498454d375e34.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/611b1b258b761a8a295498454d375e34.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0435\u0440\u0432\u0435\u0440 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u0432\u0430\u0448\u0438\u0445 \u043d\u0443\u0436\u0434.&nbsp;\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u044b\u0431\u0440\u0430\u0442\u044c Amazon Linux AMI.&nbsp;\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f 2018.03.0.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AMI \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a Amazon Machine Image.&nbsp;\u041e\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u0443\u044e \u0434\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u0435, \u0445\u0440\u0430\u043d\u044f\u0449\u0435\u043c\u0441\u044f \u0432 \u043e\u0431\u043b\u0430\u043a\u0435.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/a36b7967fa7b921908100a258540c9c7.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/a36b7967fa7b921908100a258540c9c7.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u0432 AWS \u0435\u0441\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043b\u044f \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u0442\u0430\u043a\u043e\u0439 \u043a\u0430\u043a:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Deep Learning AMI (Ubuntu)<\/strong><\/li><li><strong>\u0413\u043b\u0443\u0431\u043e\u043a\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 AMI<\/strong><\/li><li><strong>\u0411\u0430\u0437\u0430 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f AMI (Ubuntu)<\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0441\u0435 \u043e\u043d\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u043c\u0438 \u0434\u0432\u043e\u0438\u0447\u043d\u044b\u043c\u0438 \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0441\u0440\u0435\u0434 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u043c\u0438 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>TensorFlow,<\/li><li>Caffe<\/li><li>PyTorch,<\/li><li>Keras,<\/li><li>Theano<\/li><li>CNTK.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d \u0441 NVidia CUDA, cuDNN \u0438 NCCL, \u0430 \u0442\u0430\u043a\u0436\u0435 Intel MKL-DNN<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 2)<\/strong>&nbsp;\u0412\u044b\u0431\u0435\u0440\u0438\u0442\u0435&nbsp;<strong>t2.micro<\/strong>&nbsp;.&nbsp;\u042d\u0442\u043e \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0435\u0440 \u0443\u0440\u043e\u0432\u043d\u044f.&nbsp;AWS \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e \u044d\u0442\u0443 \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u0443\u044e \u043c\u0430\u0448\u0438\u043d\u0443 \u0441 1 \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c \u0426\u041f \u0438 1 \u0413\u0411 \u043f\u0430\u043c\u044f\u0442\u0438.&nbsp;\u042d\u0442\u043e\u0442 \u0441\u0435\u0440\u0432\u0435\u0440 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0445\u043e\u0440\u043e\u0448\u0438\u0439 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441 \u043c\u0435\u0436\u0434\u0443 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u043f\u0430\u043c\u044f\u0442\u044c\u044e \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0435\u0442\u0438.&nbsp;\u041f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u043b\u044b\u0445 \u0438 \u0441\u0440\u0435\u0434\u043d\u0438\u0445 \u0431\u0430\u0437 \u0434\u0430\u043d\u043d\u044b\u0445<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/ee8bef40a7ae0ab095d900ae9accb53a.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/ee8bef40a7ae0ab095d900ae9accb53a.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 3)<\/strong>&nbsp;\u041e\u0441\u0442\u0430\u0432\u044c\u0442\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u044d\u043a\u0440\u0430\u043d\u0435 \u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u0414\u0430\u043b\u0435\u0435: \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/a3fb010da6b0109dfc9451e43e3007ea.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/a3fb010da6b0109dfc9451e43e3007ea.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 4)<\/strong>&nbsp;\u0423\u0432\u0435\u043b\u0438\u0447\u044c\u0442\u0435 \u043e\u0431\u044a\u0435\u043c \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 \u0434\u043e 10 \u0413\u0411 \u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u0414\u0430\u043b\u0435\u0435<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0bf8daacd9c9e2fed231d6f1b201e637.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0bf8daacd9c9e2fed231d6f1b201e637.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 5)<\/strong>&nbsp;\u041e\u0441\u0442\u0430\u0432\u044c\u0442\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u0414\u0430\u043b\u0435\u0435: \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0433\u0440\u0443\u043f\u043f\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/7e55a274c13660a3081c86d1eae3c44f.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/7e55a274c13660a3081c86d1eae3c44f.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 6)<\/strong>&nbsp;\u0412\u044b\u0431\u0435\u0440\u0438\u0442\u0435 \u0433\u0440\u0443\u043f\u043f\u0443 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0432\u044b \u0441\u043e\u0437\u0434\u0430\u043b\u0438 \u0440\u0430\u043d\u0435\u0435, \u044d\u0442\u043e&nbsp;<strong>jupyter_docker<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/7a7714e45b7999f60001353fe48f9302.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/7a7714e45b7999f60001353fe48f9302.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 7)<\/strong>&nbsp;\u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u0432\u0430\u0448\u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u043a\u043d\u043e\u043f\u043a\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/d293f2537ae14d2b1e8f1d71466084eb.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/d293f2537ae14d2b1e8f1d71466084eb.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 8)<\/strong>&nbsp;\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0448\u0430\u0433 \u2014 \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u043f\u0430\u0440\u0443 \u043a\u043b\u044e\u0447\u0435\u0439 \u0441 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u043c.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/c5e94c9b6b71f7fb5202c30df07f10f0.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/c5e94c9b6b71f7fb5202c30df07f10f0.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 8)<\/strong>&nbsp;\u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0441\u044f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/b5ad34e3ef2de183e3a8988b90be6b8b.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/b5ad34e3ef2de183e3a8988b90be6b8b.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 9)<\/strong>&nbsp;\u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0441\u0432\u043e\u0434\u043d\u0430\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.&nbsp;\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 IP<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/4b5d5f9b62fd11044f3968c58a56dc21.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/4b5d5f9b62fd11044f3968c58a56dc21.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 9)<\/strong>&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/16c81be9794a384660082ebfd3fe8292.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/16c81be9794a384660082ebfd3fe8292.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u043d\u0430\u0439\u0434\u0435\u0442\u0435 \u0434\u0435\u0442\u0430\u043b\u0438 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/41af1265c3eb22579e9712aeec2c5f2a.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/41af1265c3eb22579e9712aeec2c5f2a.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435 \u0441\u0432\u043e\u0439 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 (\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Mac OS)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0430 \u0432\u0430\u0448 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043f\u0430\u043f\u043a\u0443 \u0441 \u0434\u043e\u043a\u0435\u0440\u043e\u043c \u0444\u0430\u0439\u043b\u043e\u0432 \u043f\u0430\u0440\u044b \u043a\u043b\u044e\u0447\u0435\u0439<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0434<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">chmod 400 docker.pem\t\t<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0441 \u044d\u0442\u0438\u043c \u043a\u043e\u0434\u043e\u043c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0415\u0441\u0442\u044c \u0434\u0432\u0430 \u043a\u043e\u0434\u0430.&nbsp;\u0432 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u043f\u0435\u0440\u0432\u044b\u0439 \u043a\u043e\u0434 \u043d\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 Jupyter \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0431\u043b\u043e\u043a\u043d\u043e\u0442.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u044d\u0442\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0432\u0442\u043e\u0440\u043e\u0439 \u0434\u043b\u044f \u043f\u0440\u0438\u043d\u0443\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"># If able to launch Jupyter\nssh -i \"docker.pem\" <a href=\"mailto:ec2-user@ec2-18-219-192-34.us-east-2.compute.amazonaws.com\">ec2-user@ec2-18-219-192-34.us-east-2.compute.amazonaws.com<\/a>\n\n# If not able to launch Jupyter\nssh -i \"docker.pem\" &lt;a href='&amp;#109;ai&amp;#108;&amp;#116;o:&amp;#101;c2-&amp;#117;s&amp;#101;r&amp;#64;&amp;#101;c2-18-219-192-34&amp;#46;&amp;#117;s-&amp;#101;&amp;#97;st-2&amp;#46;c&amp;#111;mp&amp;#117;t&amp;#101;&amp;#46;&amp;#97;m&amp;#97;z&amp;#111;n&amp;#97;ws&amp;#46;c&amp;#111;m'&gt;&amp;#101;c2-&amp;#117;s&amp;#101;r&amp;#64;&amp;#101;c2-18-219-192-34&amp;#46;&amp;#117;s-&amp;#101;&amp;#97;st-2&amp;#46;c&amp;#111;mp&amp;#117;t&amp;#101;&amp;#46;&amp;#97;m&amp;#97;z&amp;#111;n&amp;#97;ws&amp;#46;c&amp;#111;m&lt;\/a&gt; -L 8888:127.0.0.1:8888\t\t<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u043f\u0435\u0440\u0432\u044b\u0439 \u0440\u0430\u0437 \u0432\u0430\u043c \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044c \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/df9af5dab112bd5599fd1f02c92d0197.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/df9af5dab112bd5599fd1f02c92d0197.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435 \u0441\u0432\u043e\u0439 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 (\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Windows)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 1)<\/strong>\u00a0\u0417\u0430\u0439\u0434\u0438\u0442\u0435 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0441\u0430\u0439\u0442, \u0447\u0442\u043e\u0431\u044b \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c PuTTY \u0438 PuTTYgen\u00a0PuTTY<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u0441\u043a\u0430\u0447\u0430\u0442\u044c<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>PuTTY: \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440<\/li><li>PuTTYgen: \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b pem \u0432 ppk<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6bb852d460f0ed4558e6a33cbaac50d7.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6bb852d460f0ed4558e6a33cbaac50d7.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0435\u043f\u0435\u0440\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0431\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u044b, \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b .pem \u0432 .ppk.&nbsp;PuTTY \u043c\u043e\u0436\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e .ppk.&nbsp;\u0424\u0430\u0439\u043b pem \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u0439 AWS.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 2)<\/strong>&nbsp;\u041e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 PuTTYgen \u0438 \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u00ab\u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c\u00bb.&nbsp;\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u043f\u0430\u043f\u043a\u0443, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0444\u0430\u0439\u043b .pem.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/8d54701db72dda43ead855d754abeca4.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/8d54701db72dda43ead855d754abeca4.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 3)<\/strong>&nbsp;\u041f\u043e\u0441\u043b\u0435 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0444\u0430\u0439\u043b\u0430 \u0432\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u043a\u043b\u044e\u0447 \u0431\u044b\u043b \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d.&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u041e\u041a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/1a0882b085540d0e7f2c504fa812606a.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/1a0882b085540d0e7f2c504fa812606a.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 4)<\/strong>&nbsp;\u0417\u0430\u0442\u0435\u043c \u043d\u0430\u0436\u043c\u0438\u0442\u0435 \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043b\u044e\u0447.&nbsp;\u0412\u0430\u0441 \u0441\u043f\u0440\u043e\u0441\u044f\u0442, \u0445\u043e\u0442\u0438\u0442\u0435 \u043b\u0438 \u0432\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u044d\u0442\u043e\u0442 \u043a\u043b\u044e\u0447 \u0431\u0435\u0437 \u043a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u044b.&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u0434\u0430.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/f13203be2c37562825222a85ea4a59f3.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/f13203be2c37562825222a85ea4a59f3.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 5)<\/strong>&nbsp;\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u0435 \u043a\u043b\u044e\u0447<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0f8c52a73d8ee697dc75b97cc1b0a466.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/0f8c52a73d8ee697dc75b97cc1b0a466.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 6)<\/strong>&nbsp;\u0417\u0430\u0439\u0434\u0438\u0442\u0435 \u0432 AWS \u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u0443\u0439\u0442\u0435 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 DNS<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/3bcc4f4831bfe9b171e56cda1621251a.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/3bcc4f4831bfe9b171e56cda1621251a.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 PuTTY \u0438 \u0432\u0441\u0442\u0430\u0432\u044c\u0442\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 DNS \u0432 \u0438\u043c\u044f \u0445\u043e\u0441\u0442\u0430<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/9d0c9f85745552a2ba690f9cd6ce7b70.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/9d0c9f85745552a2ba690f9cd6ce7b70.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 7)<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u041d\u0430 \u043b\u0435\u0432\u043e\u0439 \u043f\u0430\u043d\u0435\u043b\u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0438\u0442\u0435 SSH \u0438 \u043e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 Auth<\/li><li>\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043b\u044e\u0447.&nbsp;\u0412\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0432\u044b\u0431\u0440\u0430\u0442\u044c .ppk<\/li><li>\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u043d\u0430 \u041e\u0442\u043a\u0440\u044b\u0442\u044c.<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/386a8faa69efabdf128f8e51d9f9eeb5.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/386a8faa69efabdf128f8e51d9f9eeb5.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 8)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u043e\u0433\u0434\u0430 \u044d\u0442\u043e\u0442 \u0448\u0430\u0433 \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d, \u043e\u0442\u043a\u0440\u043e\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u043e\u043a\u043d\u043e.&nbsp;\u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u0414\u0430, \u0435\u0441\u043b\u0438 \u0432\u044b \u0432\u0438\u0434\u0438\u0442\u0435 \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u044e\u0449\u0435\u0435 \u043e\u043a\u043d\u043e<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/35f06dba320fa1217a943aa466796bb9.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/35f06dba320fa1217a943aa466796bb9.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 9)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0432\u043e\u0439\u0442\u0438 \u043a\u0430\u043a: ec2-\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/774e007d77457f7ecde9b760062aadfc.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/774e007d77457f7ecde9b760062aadfc.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 10)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u043a Amazon Linux AMI.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/dd3ba2d3d80252dd1b579688ec9560e2.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/dd3ba2d3d80252dd1b579688ec9560e2.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0427\u0430\u0441\u0442\u044c 4: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 Docker<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u043a\u0430 \u0432\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0443 \u0447\u0435\u0440\u0435\u0437 Putty \/ Terminal, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u00a0<strong>Docker-<\/strong>\u00a0\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440.\u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043a\u043e\u0434\u044bsudo yum update -y sudo yum install -y docker sudo service docker start sudo user-mod -a -G docker ec2-user exit \u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435 \u0441\u043d\u043e\u0432\u0430 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">ssh -i \"docker.pem\" &lt;a href='&amp;#109;ai&amp;#108;&amp;#116;o:&amp;#101;c2-&amp;#117;s&amp;#101;r&amp;#64;&amp;#101;c2-18-219-192-34&amp;#46;&amp;#117;s-&amp;#101;&amp;#97;st-2&amp;#46;c&amp;#111;mp&amp;#117;t&amp;#101;&amp;#46;&amp;#97;m&amp;#97;z&amp;#111;n&amp;#97;ws&amp;#46;c&amp;#111;m'>&amp;#101;c2-&amp;#117;s&amp;#101;r&amp;#64;&amp;#101;c2-18-219-192-34&amp;#46;&amp;#117;s-&amp;#101;&amp;#97;st-2&amp;#46;c&amp;#111;mp&amp;#117;t&amp;#101;&amp;#46;&amp;#97;m&amp;#97;z&amp;#111;n&amp;#97;ws&amp;#46;c&amp;#111;m&lt;\/a>ec2-user@ec2-18-219-192-34.us-east-2.compute.amazonaws.com -L 8888:127.0.0.1:8888<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Windows \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 SSH, \u043a\u0430\u043a \u0443\u043a\u0430\u0437\u0430\u043d\u043e \u0432\u044b\u0448\u0435<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0427\u0430\u0441\u0442\u044c 5: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 Jupyter<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 1)<\/strong>\u00a0\u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 Jupyter \u0441 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u043c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">## Tensorflow docker run -v ~\/work:\/home\/jovyan\/work -d -p 8888:8888 jupyter\/tensorflow-notebook ## Sparkdocker run -v ~\/work:\/home\/jovyan\/work -d -p 8888:8888 jupyter\/pyspark-notebook \u041a\u043e\u0434 \u041e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435Docker run: \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u0431\u0440\u0430\u0437v: \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u0438\u0442\u044c \u0442\u043e\u043c~ \/ \u0440\u0430\u0431\u043e\u0442\u0430: \/ home \/ jovyan \/ \u0440\u0430\u0431\u043e\u0442\u0430: \u0442\u043e\u043c8888: 8888: \u043f\u043e\u0440\u0442jupyter \/ datascience-notebook: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0434\u0440\u0443\u0433\u0438\u0445 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0434\u043e \u0441\u0431\u043e\u0440\u043a\u0438, \u043f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435<a>\u00a0<\/a><a href=\"https:\/\/translate.googleusercontent.com\/translate_c?depth=1&amp;pto=aue&amp;rurl=translate.google.ru&amp;sl=en&amp;sp=nmt4&amp;tl=ru&amp;u=https:\/\/github.com\/jupyter\/docker-stacks&amp;usg=ALkJrhiBsprfHaHvCQbQ0fVXEqb6Q6WFFA\" target=\"_blank\" rel=\"noopener\">\u0441\u044e\u0434\u0430<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0420\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0431\u043b\u043e\u043a\u043d\u043e\u0442\u0430 Jupyter<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sudo chown 1000 ~\/work\t\t<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 2)<\/strong>&nbsp;\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u0434\u0435\u0440\u0435\u0432\u043e, \u0447\u0442\u043e\u0431\u044b \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u043d\u0430\u0448 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sudo yum install -y tree\t\t<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/de4786947bf44a46b46f814f2b242545.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/de4786947bf44a46b46f814f2b242545.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 3)<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 \u0438 \u0435\u0433\u043e \u0438\u043c\u044f (\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u0443docker ps<\/li><li>\u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0438\u043c\u044f \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0436\u0443\u0440\u043d\u0430\u043b, \u0447\u0442\u043e\u0431\u044b \u043e\u0442\u043a\u0440\u044b\u0442\u044c Jupyter.&nbsp;\u0412 \u0443\u0447\u0435\u0431\u043d\u0438\u043a\u0435 \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430 &#8211; vigilant_easley.&nbsp;\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u0443docker logs vigilant_easley<\/li><li>\u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c URL<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/888c5962c68ca8d4a008f2d0baf9b71d.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/888c5962c68ca8d4a008f2d0baf9b71d.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 4)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 URL<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">http: \/\/ (90a3c09282d6 \u0438\u043b\u0438 127.0.0.1): 8888 \/? token = f460f1e79ab74c382b19f90fe3fd55f9f99c5222365eceed<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0430\u043c\u0435\u043d\u0438\u0442\u0435 (90a3c09282d6 \u0438\u043b\u0438 127.0.0.1) \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 DNS \u0432\u0430\u0448\u0435\u0433\u043e \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6d82579e3ad827dc27a72e77437dde19.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/6d82579e3ad827dc27a72e77437dde19.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 5)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u043e\u0432\u044b\u0439 URL \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">http: \/\/&nbsp;<strong>ec2-174-129-135-16.compute-1.amazonaws.com:<\/strong>&nbsp;8888 \/? token = f460f1e79ab74c382b19f90fe3fd55f9f99c5222365eceed<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 6)<\/strong>&nbsp;\u0421\u043a\u043e\u043f\u0438\u0440\u0443\u0439\u0442\u0435 \u0438 \u0432\u0441\u0442\u0430\u0432\u044c\u0442\u0435 URL \u0432 \u0432\u0430\u0448 \u0431\u0440\u0430\u0443\u0437\u0435\u0440.&nbsp;\u042e\u043f\u0438\u0442\u0435\u0440 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/01b1be0c04b53db9cc94f64a6266c34c.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/01b1be0c04b53db9cc94f64a6266c34c.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0428\u0430\u0433 7)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043d\u043e\u0432\u0443\u044e \u0437\u0430\u043f\u0438\u0441\u043d\u0443\u044e \u043a\u043d\u0438\u0436\u043a\u0443 \u0432 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043f\u0430\u043f\u043a\u0435<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/2af06e3b6d3d42ad03a556286a01ba8a.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/2af06e3b6d3d42ad03a556286a01ba8a.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0427\u0430\u0441\u0442\u044c 6: \u0422\u0435\u0441\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0430\u043a\u0440\u044b\u0442\u044c \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435exit \u0412\u0435\u0440\u043d\u0438\u0442\u0435\u0441\u044c \u0432 AWS \u0438 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u0441\u0435\u0440\u0432\u0435\u0440.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/193e6d86cac32ceefd9ab9e77f904621.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/coderlessons.com\/wp-content\/uploads\/images\/gur\/193e6d86cac32ceefd9ab9e77f904621.png\" alt=\"\"\/><\/a><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u041f\u043e\u0438\u0441\u043a \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u0415\u0441\u043b\u0438 \u043a\u043e\u0433\u0434\u0430-\u043b\u0438\u0431\u043e Docker \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\u0442\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">docker run -v ~\/work:\/home\/jovyan\/work -d -p 8888:8888 jupyter\/tensorflow-notebook<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u0420\u0435\u0437\u044e\u043c\u0435<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Jupyter notebook &#8211; \u044d\u0442\u043e \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u043a\u043e\u0434\u044b Python \u0438 R.&nbsp;\u0421 Jupyter \u043b\u0435\u0433\u043a\u043e \u043e\u0431\u043c\u0435\u043d\u0438\u0432\u0430\u0442\u044c\u0441\u044f \u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445.<\/li><li>\u0427\u0442\u043e\u0431\u044b \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c jupyter, \u043d\u0430\u043f\u0438\u0448\u0438\u0442\u0435 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435: jupyter notebook<\/li><li>\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0441\u0432\u043e\u0439 \u043d\u043e\u0443\u0442\u0431\u0443\u043a \u0432\u0435\u0437\u0434\u0435, \u0433\u0434\u0435 \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435<\/li><li>\u042f\u0447\u0435\u0439\u043a\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0432\u0430\u0448 \u043a\u043e\u0434 Python.&nbsp;\u042f\u0434\u0440\u043e \u0431\u0443\u0434\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c \u043a\u043e\u0434 \u043e\u0434\u0438\u043d \u0437\u0430 \u0434\u0440\u0443\u0433\u0438\u043c.<\/li><li>\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044f\u0440\u043b\u044b\u043a \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u044f\u0447\u0435\u0439\u043a\u0438.&nbsp;\u041f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: Ctrl + Enter<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043d\u043e\u0443\u0442\u0431\u0443\u043a Jupyter? \u0417\u0430\u043f\u0438\u0441\u043d\u0430\u044f \u043a\u043d\u0438\u0436\u043a\u0430 Jupyter \u2014 \u044d\u0442\u043e \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u043f\u0438\u0441\u0430\u0442\u044c \u043a\u043e\u0434\u044b \u0438 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430.\u00a0\u0412 \u0431\u043b\u043e\u043a\u043d\u043e\u0442\u0430\u0445 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[145],"tags":[],"class_list":["post-4601","page","type-page","status-publish","hentry","category-tensorflow"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/pages\/4601","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/comments?post=4601"}],"version-history":[{"count":0,"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/pages\/4601\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/media?parent=4601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/categories?post=4601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bearloga.space\/uk\/wp-json\/wp\/v2\/tags?post=4601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}