{"id":4661,"date":"2026-10-06T12:31:06","date_gmt":"2026-10-06T09:31:06","guid":{"rendered":"https:\/\/www.profifuture.ru\/blog\/?p=4661"},"modified":"2026-11-05T23:34:18","modified_gmt":"2026-11-05T20:34:18","slug":"python-dlya-analiza-dannyh","status":"publish","type":"post","link":"https:\/\/www.profifuture.ru\/blog\/python-dlya-analiza-dannyh\/","title":{"rendered":"Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445: \u0447\u0442\u043e \u0443\u0447\u0438\u0442\u044c \u0438 \u043a\u0430\u043a \u043d\u0430\u0447\u0430\u0442\u044c \u043a\u0430\u0440\u044c\u0435\u0440\u0443 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430"},"content":{"rendered":"<h2>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 Python<\/h2>\n<p>Python \u2014 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u044f\u0437\u044b\u043a \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 Excel \u0443\u0436\u0435 \u043d\u0435 \u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f: \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u0430\u043c\u0438 \u0441\u0442\u0440\u043e\u043a, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u0447\u0451\u0442\u043e\u0432 \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0445 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u043e\u0432. \u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0432\u043f\u043e\u043b\u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u0441\u044f Excel \u2014 \u0434\u043e \u0442\u0435\u0445 \u043f\u043e\u0440, \u043f\u043e\u043a\u0430 \u043d\u0435 \u0443\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u044a\u0451\u043c \u0438\u043b\u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c. \u0422\u043e\u0433\u0434\u0430 pandas, NumPy \u0438 Matplotlib \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0433\u043b\u0430\u0432\u043d\u044b\u043c\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438. \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u043e \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u0438 \u2014 \u0432 <a href=\"https:\/\/www.profifuture.ru\/blog\/analitik-dannykh-professiya-2\/\" style=\"color:#2c6fad;text-decoration:none\">\u043e\u0431\u0437\u043e\u0440\u0435 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u0430\u043d\u043d\u044b\u0445<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" class=\"aligncenter size-full wp-image-4659\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/analitik-dannyh-noutbuk-1.jpg\" alt=\"\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u0430\u043d\u043d\u044b\u0445 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Python \u0438 \u0433\u0440\u0430\u0444\u0438\u043a\u0430\u043c\u0438 \u043d\u0430 \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u0435\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/analitik-dannyh-noutbuk-1.jpg 1536w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/analitik-dannyh-noutbuk-1-300x200.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/analitik-dannyh-noutbuk-1-1024x683.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/analitik-dannyh-noutbuk-1-768x512.jpg 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u041a\u0430\u0440\u044c\u0435\u0440\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445: \u0443\u0440\u043e\u0432\u043d\u0438, \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0437\u0430\u0440\u043f\u043b\u0430\u0442\u044b<\/h2>\n<p>\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0441\u0442\u0440\u043e\u0438\u0442 \u043e\u0442\u0447\u0451\u0442\u044b, \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u044b, \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 A\/B-\u0442\u0435\u0441\u0442\u044b. \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0443\u0440\u043e\u0432\u043d\u044f\u043c\u0438 \u2014 \u0432 \u0433\u043b\u0443\u0431\u0438\u043d\u0435 Python-\u0441\u0442\u0435\u043a\u0430 \u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u0434\u0430\u0447:<\/p>\n<table style=\"width:100%;border-collapse:collapse;font-size:14px\">\n<thead>\n<tr>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u0423\u0440\u043e\u0432\u0435\u043d\u044c<br \/>\n<\/strong><\/th>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>Python-\u043d\u0430\u0432\u044b\u043a\u0438<br \/>\n<\/strong><\/th>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b<br \/>\n<\/strong><\/th>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u0417\u0430\u0440\u043f\u043b\u0430\u0442\u0430 (\u041c\u043e\u0441\u043a\u0432\u0430)<br \/>\n<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">Junior<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">pandas, NumPy, \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Jupyter, SQL<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">60\u201390 \u0442\u044b\u0441. \u20bd<\/td>\n<\/tr>\n<tr style=\"background:#f9f9f9\">\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">Middle<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">SciPy, seaborn, Git, A\/B-\u0442\u0435\u0441\u0442\u044b<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Power BI, SQL<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">120\u2013200 \u0442\u044b\u0441. \u20bd<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">Senior<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">scikit-learn, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Airflow, Spark<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">200\u2013350 \u0442\u044b\u0441. \u20bd+<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0417\u0430\u0440\u0430\u0431\u043e\u0442\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0430 \u043c\u043e\u0436\u0435\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0432\u0430\u0440\u044c\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0440\u0435\u0433\u0438\u043e\u043d\u0430 \u0438 \u043e\u043f\u044b\u0442\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430. \u041d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 Senior \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u044f \u0432\u043f\u043b\u043e\u0442\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442 \u0441 Data Science \u2014 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043d\u0430 \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" class=\"aligncenter size-full wp-image-4658\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/karernaya-lestnitsa-analitik.jpg\" alt=\"\u041a\u0430\u0440\u044c\u0435\u0440\u043d\u0430\u044f \u043b\u0435\u0441\u0442\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0442 Junior \u0434\u043e Senior\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/karernaya-lestnitsa-analitik.jpg 1536w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/karernaya-lestnitsa-analitik-300x200.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/karernaya-lestnitsa-analitik-1024x683.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/karernaya-lestnitsa-analitik-768x512.jpg 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u0411\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 Python \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438<\/h2>\n<p>Python \u043e\u043f\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u0431\u0430\u0437\u043e\u0432\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438: int, float, str, list, dict, tuple, set, bool. \u0414\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 if\/elif\/else, for, while, \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0447\u0435\u0440\u0435\u0437 def \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043e\u0448\u0438\u0431\u043e\u043a try\/except. \u041a\u043e\u0434 \u043f\u0438\u0448\u0443\u0442 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 PEP8 \u2014 \u0440\u0430\u0434\u0438 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1145\" height=\"1374\" class=\"aligncenter size-full wp-image-4657\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/infografika-sintaksis-python.jpg\" alt=\"\u041f\u044f\u0442\u044c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430 Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/infografika-sintaksis-python.jpg 1145w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/infografika-sintaksis-python-250x300.jpg 250w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/infografika-sintaksis-python-853x1024.jpg 853w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/infografika-sintaksis-python-768x922.jpg 768w\" sizes=\"auto, (max-width: 1145px) 100vw, 1145px\" \/><\/p>\n<p>\u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u043a\u043e\u0434 \u0443\u0434\u043e\u0431\u043d\u0435\u0435 \u0432 Jupyter Notebook: \u044f\u0447\u0435\u0439\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u043e\u0434\u043d\u043e\u0439, \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u0438\u0434\u043d\u044b \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u043e.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1374\" height=\"1145\" class=\"aligncenter size-full wp-image-4656\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-notebook-python.jpg\" alt=\"Jupyter Notebook \u0441 Python-\u043a\u043e\u0434\u043e\u043c \u0438 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-notebook-python.jpg 1374w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-notebook-python-300x250.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-notebook-python-1024x853.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-notebook-python-768x640.jpg 768w\" sizes=\"auto, (max-width: 1374px) 100vw, 1374px\" \/><\/p>\n<p>\u041e\u0441\u0432\u043e\u0438\u0442\u044c Python \u0432 \u0441\u0432\u044f\u0437\u043a\u0435 \u0441 SQL \u043c\u043e\u0436\u043d\u043e \u0437\u0430 \u0432\u043e\u0441\u0435\u043c\u044c \u043d\u0435\u0434\u0435\u043b\u044c \u043d\u0430 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0435 <a href=\"https:\/\/edu.profifuture.ru\/program\/data-analytics\" style=\"color:#2c6fad;text-decoration:none\">Data-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a: Python \u0438 SQL \u0432 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445<\/a> \u2014 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430\u0445 \u0441 \u0433\u043e\u0441\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u043e\u0439 75%.<\/p>\n<h2>\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430 \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/h2>\n<p>\u0414\u043b\u044f \u0441\u0442\u0430\u0440\u0442\u0430 \u0445\u0432\u0430\u0442\u0430\u0435\u0442 \u0448\u043a\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 (\u0441\u0440\u0435\u0434\u043d\u0435\u0435, \u043c\u0435\u0434\u0438\u0430\u043d\u0430, \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f), \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0430\u043b\u0433\u0435\u0431\u0440\u044b \u0438 \u043e\u0441\u043d\u043e\u0432\u044b \u0442\u0435\u043e\u0440\u0432\u0435\u0440\u0430. NumPy \u0438 SciPy \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u044e\u0442 \u0440\u0430\u0441\u0447\u0451\u0442\u044b \u2014 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443\u043b\u044b \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442. \u0411\u043e\u043b\u0435\u0435 \u0433\u043b\u0443\u0431\u043e\u043a\u0430\u044f \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u0441\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 Data Science.<\/p>\n<h2>\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445: \u043f\u043e\u043b\u043d\u044b\u0439 \u0441\u0442\u0435\u043a<\/h2>\n<p>\u0411\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0442\u0435\u043a \u2014 pandas, NumPy \u0438 Matplotlib. \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0439 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 seaborn \u0438 SciPy \u043f\u0440\u0438 \u0440\u043e\u0441\u0442\u0435 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f Middle.<\/p>\n<table style=\"width:100%;border-collapse:collapse;font-size:14px\">\n<thead>\n<tr>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430<br \/>\n<\/strong><\/th>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435<br \/>\n<\/strong><\/th>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u0423\u0440\u043e\u0432\u0435\u043d\u044c<br \/>\n<\/strong><\/th>\n<th style=\"padding:12px 16px;text-align:left;border:1px solid #ddd;background:#2c2c2c;font-weight:500;font-size:13px;color:#ffffff\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 \u0437\u0430\u0434\u0430\u0447\u0438<br \/>\n<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">pandas<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0422\u0430\u0431\u043b\u0438\u0447\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Junior+<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0427\u0442\u0435\u043d\u0438\u0435 CSV, groupby, merge<\/td>\n<\/tr>\n<tr style=\"background:#f9f9f9\">\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">NumPy<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0427\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u043c\u0430\u0441\u0441\u0438\u0432\u044b<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Junior+<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0441 ndarray<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">Matplotlib<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Junior+<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0413\u0440\u0430\u0444\u0438\u043a\u0438 PNG\/SVG\/PDF<\/td>\n<\/tr>\n<tr style=\"background:#f9f9f9\">\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">seaborn<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Middle+<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Scatter plot, \u0442\u0435\u043f\u043b\u043e\u0432\u0430\u044f \u043a\u0430\u0440\u0442\u0430<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">SciPy<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430, \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0430\u043b\u0433\u0435\u0431\u0440\u0430<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Middle+<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u0422\u0435\u0441\u0442\u044b \u0433\u0438\u043f\u043e\u0442\u0435\u0437, \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f<\/td>\n<\/tr>\n<tr style=\"background:#f9f9f9\">\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5;font-weight:500\">scikit-learn<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">ML-\u043c\u043e\u0434\u0435\u043b\u0438<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">Middle\/Senior<\/td>\n<td style=\"padding:12px 16px;border:1px solid #ddd;line-height:1.5\">\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>pandas \u2014 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/h3>\n<p>pandas \u0441\u043e\u0437\u0434\u0430\u043b \u0423\u044d\u0441 \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u0432 2008 \u0433\u043e\u0434\u0443; \u043e\u043d \u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0443\u0447\u0435\u0431\u043d\u0438\u043a \u00abPython \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb (O&#8217;Reilly). \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043d\u0430 \u0434\u0432\u0443\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u0445: DataFrame (\u0442\u0430\u0431\u043b\u0438\u0446\u0430) \u0438 Series (\u0441\u0442\u043e\u043b\u0431\u0435\u0446). \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2014 read_csv, \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f, groupby, merge, to_excel. pandas \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d \u043f\u043e\u0432\u0435\u0440\u0445 NumPy \u0438 \u0431\u044b\u0441\u0442\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0444\u0430\u0439\u043b\u0430\u043c\u0438. \u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0432 pandas \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u044b \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u043e\u0441\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u0438 <a href=\"https:\/\/www.profifuture.ru\/blog\/kak-nauchit-nejroset\/\">\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0438<\/a> \u2014 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u0448\u0430\u0433\u0435 \u0434\u043b\u044f \u0442\u0435\u0445, \u043a\u0442\u043e \u0434\u0432\u0438\u0436\u0435\u0442\u0441\u044f \u043e\u0442 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043a \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c\u0443 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" class=\"aligncenter size-full wp-image-4655\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/pandas-dataframe-python.jpg\" alt=\"Pandas DataFrame \u0441 Python-\u043a\u043e\u0434\u043e\u043c \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/pandas-dataframe-python.jpg 1774w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/pandas-dataframe-python-300x150.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/pandas-dataframe-python-1024x512.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/pandas-dataframe-python-768x384.jpg 768w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/pandas-dataframe-python-1536x768.jpg 1536w\" sizes=\"auto, (max-width: 1774px) 100vw, 1774px\" \/><\/p>\n<h3>NumPy, Matplotlib \u0438 seaborn: \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f<\/h3>\n<p>NumPy \u0432\u0432\u043e\u0434\u0438\u0442 ndarray \u2014 \u043e\u0434\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0439 \u043c\u0430\u0441\u0441\u0438\u0432, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0432 10\u2013100 \u0440\u0430\u0437 \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0433\u043e Python-\u0441\u043f\u0438\u0441\u043a\u0430. \u041d\u0430 NumPy \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b pandas \u0438 SciPy. Matplotlib \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0432 PNG, SVG, PDF \u0438 \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u0442 \u0438\u0445 \u043f\u0440\u044f\u043c\u043e \u0432 Jupyter. seaborn \u043d\u0430\u0434\u0441\u0442\u0440\u043e\u0435\u043d \u043d\u0430\u0434 Matplotlib \u2014 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0442\u0435\u043f\u043b\u043e\u0432\u044b\u0435 \u043a\u0430\u0440\u0442\u044b, \u043f\u0430\u0440\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438, scatter plot \u0441 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u043e\u0439 \u043b\u0438\u043d\u0438\u0435\u0439.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" class=\"aligncenter size-full wp-image-4654\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/matplotlib-seaborn-grafiki.jpg\" alt=\"\u0421\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Matplotlib \u0438 seaborn \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 Python\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/matplotlib-seaborn-grafiki.jpg 1774w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/matplotlib-seaborn-grafiki-300x150.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/matplotlib-seaborn-grafiki-1024x512.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/matplotlib-seaborn-grafiki-768x384.jpg 768w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/matplotlib-seaborn-grafiki-1536x768.jpg 1536w\" sizes=\"auto, (max-width: 1774px) 100vw, 1774px\" \/><\/p>\n<h3>SciPy \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0439 \u0441\u0442\u0435\u043a Data Science<\/h3>\n<p>SciPy \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 NumPy \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f, \u0442\u0435\u0441\u0442\u044b \u0433\u0438\u043f\u043e\u0442\u0435\u0437, \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0430\u043b\u0433\u0435\u0431\u0440\u0430 \u2014 \u0443\u0440\u043e\u0432\u0435\u043d\u044c Middle+. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0441\u0442\u0443\u043f\u0435\u043d\u044c \u2014 scikit-learn (\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435) \u0438 NLTK\/spaCy (\u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u043e\u0432, NLP) \u2014 \u044d\u0442\u043e \u0443\u0436\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u044c Data Science.<\/p>\n<h2>Python \u0438 SQL \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445: \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0443\u0436\u043d\u044b \u043e\u0431\u0430<\/h2>\n<p>SQL \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0431\u0430\u0437; Python \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442. SQL \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u0443\u0435\u0442 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u044b \u0441\u0442\u0440\u043e\u043a \u0434\u043e \u0440\u0430\u0437\u0443\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u0451\u043c\u0430, pandas \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0435\u0440\u0435\u0437 read_sql() \u0438\u043b\u0438 SQLAlchemy. SQL \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0443\u0436\u0435 \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 Junior \u2014 \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 Python.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" class=\"aligncenter size-full wp-image-4653\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/python-sql-shema.jpg\" alt=\"\u0421\u0445\u0435\u043c\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447 Python \u0438 SQL \u0432 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/python-sql-shema.jpg 1774w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/python-sql-shema-300x150.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/python-sql-shema-1024x512.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/python-sql-shema-768x384.jpg 768w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/python-sql-shema-1536x768.jpg 1536w\" sizes=\"auto, (max-width: 1774px) 100vw, 1774px\" \/><\/p>\n<h2>Jupyter Notebook \u2014 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/h2>\n<p>Jupyter Notebook \u2014 \u0432\u0435\u0431-\u0441\u0440\u0435\u0434\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u0433\u0434\u0435 Python-\u043a\u043e\u0434, Markdown-\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u0438 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0436\u0438\u0432\u0443\u0442 \u0432 \u043e\u0434\u043d\u043e\u043c \u0444\u0430\u0439\u043b\u0435 .ipynb. Matplotlib \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u0442 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u043f\u0440\u044f\u043c\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u0430. \u041e\u0431\u043b\u0430\u0447\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u2014 Google Colab: \u0431\u0435\u0437 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0441 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u043c GPU. VS Code \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442 \u0432 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1774\" height=\"887\" class=\"aligncenter size-full wp-image-4652\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-vs-google.jpg\" alt=\"\u0421\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 Jupyter Notebook \u0438 Google Colab \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 Python\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-vs-google.jpg 1774w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-vs-google-300x150.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-vs-google-1024x512.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-vs-google-768x384.jpg 768w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/jupyter-vs-google-1536x768.jpg 1536w\" sizes=\"auto, (max-width: 1774px) 100vw, 1774px\" \/><\/p>\n<h2>\u041a\u0430\u043a \u0438 \u0433\u0434\u0435 \u0443\u0447\u0438\u0442\u044c\u0441\u044f Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/h2>\n<p>Kaggle \u0434\u0430\u0451\u0442 Jupyter-\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0435 Notebooks \u0441 GPU \u0438 \u0442\u044b\u0441\u044f\u0447\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0431\u0435\u0437 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f: \u0442\u0435\u043e\u0440\u0438\u044f \u2192 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0430\u0442\u0430\u0441\u0435\u0442 \u2192 \u043f\u043e\u0440\u0442\u0444\u043e\u043b\u0438\u043e. \u041f\u043b\u0430\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u043d\u0430\u0441\u0442\u0430\u0432\u043d\u0438\u043a\u0430 \u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u043f\u0440\u0438 \u0442\u0440\u0443\u0434\u043e\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435. \u041e \u0448\u0430\u0433\u0430\u0445 \u0432\u0445\u043e\u0434\u0430 \u0432 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u044e \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u2014 \u0432 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0435 <a href=\"https:\/\/www.profifuture.ru\/blog\/kak-stat-analitikom-dannykh\/\" style=\"color:#2c6fad;text-decoration:none\">\u043a\u0430\u043a \u0441\u0442\u0430\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c \u0434\u0430\u043d\u043d\u044b\u0445<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"2056\" height=\"765\" class=\"aligncenter size-full wp-image-4651\" src=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya.jpg\" alt=\"\u0414\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445\" srcset=\"https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya.jpg 2056w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya-300x112.jpg 300w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya-1024x381.jpg 1024w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya-768x286.jpg 768w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya-1536x572.jpg 1536w, https:\/\/www.profifuture.ru\/wp-content\/uploads\/2026\/10\/dorozhnaya-karta-obucheniya-2048x762.jpg 2048w\" sizes=\"auto, (max-width: 2056px) 100vw, 2056px\" \/><\/p>\n<h2>\u0427\u0430\u0441\u0442\u043e \u0437\u0430\u0434\u0430\u0432\u0430\u0435\u043c\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b<\/h2>\n<h3>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 pandas \u0432 Python \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u043d\u0443\u0436\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0443?<\/h3>\n<p>pandas \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0442\u0430\u0431\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438: \u0447\u0442\u0435\u043d\u0438\u0435 CSV, Excel, JSON, \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f, groupby, merge. \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u2014 DataFrame (\u0442\u0430\u0431\u043b\u0438\u0446\u0430) \u0438 Series (\u0441\u0442\u043e\u043b\u0431\u0435\u0446). \u0421\u043e\u0437\u0434\u0430\u043d\u0430 \u0423\u044d\u0441\u043e\u043c \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u0432 2008 \u0433\u043e\u0434\u0443, \u0441\u0442\u0430\u043b\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c.<\/p>\n<h3>\u041d\u0443\u0436\u043d\u0430 \u043b\u0438 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 Python?<\/h3>\n<p>\u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0448\u043a\u043e\u043b\u044c\u043d\u043e\u0439 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 (\u0441\u0440\u0435\u0434\u043d\u0435\u0435, \u043c\u0435\u0434\u0438\u0430\u043d\u0430, \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f), \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0430\u043b\u0433\u0435\u0431\u0440\u044b \u0438 \u0442\u0435\u043e\u0440\u0432\u0435\u0440. NumPy \u0438 SciPy \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u044e\u0442 \u0440\u0430\u0441\u0447\u0451\u0442\u044b \u2014 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443\u043b\u044b \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442.<\/p>\n<h3>\u0427\u0435\u043c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 Data Scientist?<\/h3>\n<p>\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u2014 \u0441\u0442\u0440\u043e\u0438\u0442 \u043e\u0442\u0447\u0451\u0442\u044b, \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u044b, \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 A\/B-\u0442\u0435\u0441\u0442\u044b. Data Scientist \u0441\u0442\u0440\u043e\u0438\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c. \u0421\u0442\u0435\u043a Python\/SQL\/pandas \u043f\u0435\u0440\u0435\u0441\u0435\u043a\u0430\u0435\u0442\u0441\u044f, \u043d\u043e Data Scientist \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0433\u043b\u0443\u0431\u0436\u0435 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438.<\/p>\n<h3>\u041a\u0430\u043a\u043e\u0439 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0439 \u043a\u0443\u0440\u0441 \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0434\u043b\u044f \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f Python \u0441 \u043d\u0443\u043b\u044f?<\/h3>\n<p>\u041f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u043a\u043e\u0434\u0430 \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435 \u2014 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Python \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. \u041a\u0443\u0440\u0441 \u00ab\u041f\u043e\u043a\u043e\u043b\u0435\u043d\u0438\u0435 Python\u00bb \u043d\u0430 Stepik \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 500+ \u0437\u0430\u0434\u0430\u0447 \u0441 \u0430\u0432\u0442\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0438 \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0442\u0438\u043f\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438.<\/p>\n<h3>\u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Kaggle \u0434\u043b\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445?<\/h3>\n<p>Kaggle \u0434\u0430\u0451\u0442 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0435 Notebooks \u0441 GPU, \u0442\u044b\u0441\u044f\u0447\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u043e\u0432 \u0438 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445. \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f: \u043e\u0441\u0432\u043e\u0438\u0442\u044c \u0442\u0435\u043e\u0440\u0438\u044e \u2192 \u0432\u0437\u044f\u0442\u044c \u0434\u0430\u0442\u0430\u0441\u0435\u0442 \u2192 \u0440\u0435\u0448\u0438\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 \u2192 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u043f\u043e\u0440\u0442\u0444\u043e\u043b\u0438\u043e.<\/p>\n<h3>\u0427\u0442\u043e \u043b\u0443\u0447\u0448\u0435: \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0439 \u043a\u0443\u0440\u0441 \u0438\u043b\u0438 \u043f\u043b\u0430\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f Python?<\/h3>\n<p>\u0411\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b (Kaggle, Stepik, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u0434\u043b\u044f \u0437\u043d\u0430\u043a\u043e\u043c\u0441\u0442\u0432\u0430 \u0441 \u044f\u0437\u044b\u043a\u043e\u043c. \u041f\u043b\u0430\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u0434\u0430\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u043d\u0430\u0441\u0442\u0430\u0432\u043d\u0438\u043a\u0430 \u0438 \u043f\u043e\u043c\u043e\u0449\u044c \u0441 \u0442\u0440\u0443\u0434\u043e\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e\u043c \u2014 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u0438 \u0441 \u043d\u0443\u043b\u044f.<\/p>\n<h3>\u041c\u043e\u0436\u043d\u043e \u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 Python?<\/h3>\n<p>\u0414\u0430. NLTK \u0438 spaCy \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u043b\u044f \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0446\u0438\u0438, \u043b\u0435\u043c\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 (NER). \u0414\u043b\u044f \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 Hugging Face Transformers (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u0440\u0435\u0434\u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439). \u042d\u0442\u043e \u0443\u0440\u043e\u0432\u0435\u043d\u044c Senior, \u0431\u043b\u0438\u0436\u0435 \u043a Data Science.<\/p>\n<h3>\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Jupyter Notebook \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0443?<\/h3>\n<p>Jupyter Notebook \u2014 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435: Python-\u043a\u043e\u0434, Markdown \u0438 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435. \u0410\u043d\u0430\u043b\u0438\u0437 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c. Google Colab \u2014 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u043e\u0433 \u0431\u0435\u0437 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0441 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u043c GPU.<\/p>\n<h3>\u0427\u0442\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043b \u0423\u044d\u0441 \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u043e Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445?<\/h3>\n<p>\u0423\u044d\u0441 \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u2014 \u0441\u043e\u0437\u0434\u0430\u0442\u0435\u043b\u044c pandas \u0438 \u0430\u0432\u0442\u043e\u0440 \u043a\u043d\u0438\u0433\u0438 \u00abPython \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb (O&#8217;Reilly). \u041a\u043d\u0438\u0433\u0430 \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 pandas, NumPy \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b. \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u043e\u0441\u0432\u043e\u0435\u043d\u0438\u044f \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430.<\/p>\n<h3>\u041a\u0430\u043a\u0438\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a Python \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f Junior-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445?<\/h3>\n<p>\u041d\u0430 \u0441\u0442\u0430\u0440\u0442\u0435 \u2014 pandas, NumPy, Matplotlib \u0432 \u0441\u0440\u0435\u0434\u0435 Jupyter Notebook. SciPy, seaborn \u0438 scikit-learn \u2014 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u043d\u0430 Middle-\u0443\u0440\u043e\u0432\u0435\u043d\u044c.<\/p>\n<p><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntityOfPage\":{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.profifuture.ru\/blog\/python-dlya-analiza-dannyh\/\"},\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 pandas \u0432 Python \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u043d\u0443\u0436\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0443?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"pandas \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0442\u0430\u0431\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438: \u0447\u0442\u0435\u043d\u0438\u0435 CSV, Excel, JSON, \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f, groupby, merge. \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u2014 DataFrame (\u0442\u0430\u0431\u043b\u0438\u0446\u0430) \u0438 Series (\u0441\u0442\u043e\u043b\u0431\u0435\u0446). \u0421\u043e\u0437\u0434\u0430\u043d\u0430 \u0423\u044d\u0441\u043e\u043c \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u0432 2008 \u0433\u043e\u0434\u0443, \u0441\u0442\u0430\u043b\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c.\"}},{\"@type\":\"Question\",\"name\":\"\u041d\u0443\u0436\u043d\u0430 \u043b\u0438 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 Python?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0448\u043a\u043e\u043b\u044c\u043d\u043e\u0439 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 (\u0441\u0440\u0435\u0434\u043d\u0435\u0435, \u043c\u0435\u0434\u0438\u0430\u043d\u0430, \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f), \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u044b \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0430\u043b\u0433\u0435\u0431\u0440\u044b \u0438 \u0442\u0435\u043e\u0440\u0432\u0435\u0440. NumPy \u0438 SciPy \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u044e\u0442 \u0440\u0430\u0441\u0447\u0451\u0442\u044b \u2014 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443\u043b\u044b \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442.\"}},{\"@type\":\"Question\",\"name\":\"\u0427\u0435\u043c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 Data Scientist?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u2014 \u0441\u0442\u0440\u043e\u0438\u0442 \u043e\u0442\u0447\u0451\u0442\u044b, \u0434\u0430\u0448\u0431\u043e\u0440\u0434\u044b, \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 A\/B-\u0442\u0435\u0441\u0442\u044b. Data Scientist \u0441\u0442\u0440\u043e\u0438\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c. \u0421\u0442\u0435\u043a Python\/SQL\/pandas \u043f\u0435\u0440\u0435\u0441\u0435\u043a\u0430\u0435\u0442\u0441\u044f, \u043d\u043e Data Scientist \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0433\u043b\u0443\u0431\u0436\u0435 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438.\"}},{\"@type\":\"Question\",\"name\":\"\u041a\u0430\u043a\u043e\u0439 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0439 \u043a\u0443\u0440\u0441 \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0434\u043b\u044f \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f Python \u0441 \u043d\u0443\u043b\u044f?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u041f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u043a\u043e\u0434\u0430 \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435 \u2014 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Python \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. \u041a\u0443\u0440\u0441 \u00ab\u041f\u043e\u043a\u043e\u043b\u0435\u043d\u0438\u0435 Python\u00bb \u043d\u0430 Stepik \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 500+ \u0437\u0430\u0434\u0430\u0447 \u0441 \u0430\u0432\u0442\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0438 \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0442\u0438\u043f\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438.\"}},{\"@type\":\"Question\",\"name\":\"\u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Kaggle \u0434\u043b\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Kaggle \u0434\u0430\u0451\u0442 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0435 Notebooks \u0441 GPU, \u0442\u044b\u0441\u044f\u0447\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u043e\u0432 \u0438 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445. \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f: \u043e\u0441\u0432\u043e\u0438\u0442\u044c \u0442\u0435\u043e\u0440\u0438\u044e \u2192 \u0432\u0437\u044f\u0442\u044c \u0434\u0430\u0442\u0430\u0441\u0435\u0442 \u2192 \u0440\u0435\u0448\u0438\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 \u2192 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u043f\u043e\u0440\u0442\u0444\u043e\u043b\u0438\u043e.\"}},{\"@type\":\"Question\",\"name\":\"\u0427\u0442\u043e \u043b\u0443\u0447\u0448\u0435: \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0439 \u043a\u0443\u0440\u0441 \u0438\u043b\u0438 \u043f\u043b\u0430\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f Python?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0411\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b (Kaggle, Stepik, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u0434\u043b\u044f \u0437\u043d\u0430\u043a\u043e\u043c\u0441\u0442\u0432\u0430 \u0441 \u044f\u0437\u044b\u043a\u043e\u043c. \u041f\u043b\u0430\u0442\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u0434\u0430\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u043d\u0430\u0441\u0442\u0430\u0432\u043d\u0438\u043a\u0430 \u0438 \u043f\u043e\u043c\u043e\u0449\u044c \u0441 \u0442\u0440\u0443\u0434\u043e\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e\u043c \u2014 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u0438 \u0441 \u043d\u0443\u043b\u044f.\"}},{\"@type\":\"Question\",\"name\":\"\u041c\u043e\u0436\u043d\u043e \u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 Python?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0414\u0430. NLTK \u0438 spaCy \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u043b\u044f \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0446\u0438\u0438, \u043b\u0435\u043c\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 (NER). \u0414\u043b\u044f \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 Hugging Face Transformers (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u0440\u0435\u0434\u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439). \u042d\u0442\u043e \u0443\u0440\u043e\u0432\u0435\u043d\u044c Senior, \u0431\u043b\u0438\u0436\u0435 \u043a Data Science.\"}},{\"@type\":\"Question\",\"name\":\"\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 Jupyter Notebook \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0443?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Jupyter Notebook \u2014 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435: Python-\u043a\u043e\u0434, Markdown \u0438 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435. \u0410\u043d\u0430\u043b\u0438\u0437 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c. Google Colab \u2014 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u043e\u0433 \u0431\u0435\u0437 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0441 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u044b\u043c GPU.\"}},{\"@type\":\"Question\",\"name\":\"\u0427\u0442\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043b \u0423\u044d\u0441 \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u043e Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0423\u044d\u0441 \u041c\u0430\u043a\u041a\u0438\u043d\u043d\u0438 \u2014 \u0441\u043e\u0437\u0434\u0430\u0442\u0435\u043b\u044c pandas \u0438 \u0430\u0432\u0442\u043e\u0440 \u043a\u043d\u0438\u0433\u0438 \u00abPython \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb (O'Reilly). \u041a\u043d\u0438\u0433\u0430 \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 pandas, NumPy \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b. \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u043e\u0441\u0432\u043e\u0435\u043d\u0438\u044f \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430.\"}},{\"@type\":\"Question\",\"name\":\"\u041a\u0430\u043a\u0438\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a Python \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f Junior-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u041d\u0430 \u0441\u0442\u0430\u0440\u0442\u0435 \u2014 pandas, NumPy, Matplotlib \u0432 \u0441\u0440\u0435\u0434\u0435 Jupyter Notebook. SciPy, seaborn \u0438 scikit-learn \u2014 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u043d\u0430 Middle-\u0443\u0440\u043e\u0432\u0435\u043d\u044c.\"}}]}<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p class=\"singleBlog__desc\">Python \u0441\u0442\u0430\u043b \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445: \u043e\u0442\u043a\u0440\u044b\u0442\u0430\u044f \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 PyPI \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 300 000+ \u043f\u0430\u043a\u0435\u0442\u043e\u0432, \u0430 \u043f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430 \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 R \u0438\u043b\u0438 Java. \u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Python \u0432 \u0441\u0432\u044f\u0437\u043a\u0435 \u0441 SQL \u2014 Python \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0438 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442, SQL \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0431\u0430\u0437. \u0412 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0451\u043c, \u043d\u0443\u0436\u0435\u043d \u043b\u0438 Python \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0443, \u043a\u0430\u043a\u0438\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0443\u0447\u0438\u0442\u044c \u0438 \u0441 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0430\u0442\u044c.<\/p>\n","protected":false},"author":1,"featured_media":4660,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"cta-position":"main","cta-status":false,"cta-priority":50,"cta-tags":"","footnotes":""},"categories":[13],"tags":[],"class_list":["post-4661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-13"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Python \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u2014 pandas, NumPy, Matplotlib, SQL. \u041d\u0430\u0432\u044b\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 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