{"id":31640294,"url":"https://github.com/lorien/russian-ml-edu","last_synced_at":"2026-02-17T14:32:39.952Z","repository":{"id":317701897,"uuid":"1068476010","full_name":"lorien/russian-ml-edu","owner":"lorien","description":"Machine-Learning Resources in Russian","archived":false,"fork":false,"pushed_at":"2025-10-08T21:09:28.000Z","size":41,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-10-10T18:55:55.735Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/lorien.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-10-02T12:50:19.000Z","updated_at":"2025-10-08T21:09:32.000Z","dependencies_parsed_at":"2025-10-02T15:18:19.983Z","dependency_job_id":"63ea057d-e5bd-4f8f-8e53-22144c30653a","html_url":"https://github.com/lorien/russian-ml-edu","commit_stats":null,"previous_names":["lorien/russian-ml-edu"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/lorien/russian-ml-edu","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorien%2Frussian-ml-edu","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorien%2Frussian-ml-edu/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorien%2Frussian-ml-edu/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorien%2Frussian-ml-edu/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lorien","download_url":"https://codeload.github.com/lorien/russian-ml-edu/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorien%2Frussian-ml-edu/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29547409,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-17T13:00:00.370Z","status":"ssl_error","status_checked_at":"2026-02-17T12:57:14.072Z","response_time":100,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-10-07T02:21:49.685Z","updated_at":"2026-02-17T14:32:39.930Z","avatar_url":"https://github.com/lorien.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Русскоязычные курсы по машинному обучению\n\nВ этом документе я буду собирать ссылки на русскоязычные материалы (курсы, книги), связанные с машинным обучением. По мере добавления новых данных я буду изменять структуру и оформление документа. В данном документе представлены только бесплатные материалы, за исключением ссылок на печатные книги.\n\n## Deep Learning School\n\nDeep Learning School регулярно проводит потоки обучения по трём дисциплинам. Материалы прошедших потоков доступны к ознакомлению. Новые потоки анонсируются в Telegram канале [@deep_learning_school_news](https://t.me/deep_learning_school_news)\n\n- Часть 1. Intro to ML and DL. Computer Vision, 2025 [info](https://stepik.org/course/230362/promo), [youtube-list](https://www.youtube.com/playlist?list=PL0Ks75aof3TiHbkJ95vxNlQefujrj1N2w)\n- Часть 2. Natural Language Processing (NLP) [info](https://stepik.org/course/230363/promo), [youtube-list](https://www.youtube.com/watch?v=EOgwODW67PE\u0026list=PL0Ks75aof3ThuLLtLIVl_KPUDDQlTDyJI)\n- Часть 3. Курс. Speech Processing [info](https://stepik.org/course/251868/info), [youtube-list](https://www.youtube.com/playlist?list=PL0Ks75aof3TgnQ_q1AmIClOeX6c-F_Kw0)\n\n## Open Data Science\n\nСообщество Open DataScience периодически проводит потоки обучения по различным дисциплинам. Материалы прошедших потоков доступны к ознакомлению. Новые потоки анонсируются в Telegram канале [@datafest](https://t.me/datafest)\n\n- Natural Language Processing, 2025 [info](https://ods.ai/tracks/nlp-course-autumn-2025)\n- Классические модели ML, 2025 [info](https://ods.ai/tracks/classic-models-autumn25)\n- Deep Reinforcement Learning, 2024 [info](https://ods.ai/tracks/drlcourse24)\n- AutoML in practice, 2024 [info](https://ods.ai/tracks/automlinpractice24)\n- Геопространственный анализ данных, 2024 [info](https://ods.ai/tracks/geoanalytics-course-spring24)\n- Деревья и их ансамбли, 2023 [info](https://ods.ai/tracks/trees-autumn23)\n- Дизайн систем машинного обучения, 2023 [info](https://ods.ai/tracks/ml-system-design-23)\n\n## Константин Воронцов\n\n- \"Машинное обучение\", 2019\n, [info](https://ya-r.ru/2020/05/07/vorontsov-kurs-mashinnoe-obuchenie-2019-shkola-analiza-dannyh/)\n, [youtube-list](https://www.youtube.com/watch?v=SZkrxWhI5qM\u0026list=PLJOzdkh8T5krxc4HsHbB8g8f0hu7973fK)\n\n## Сергей Николенко\n\n- \"Основы байесовского вывода\", 2017\n  , [info](https://www.lektorium.tv/lecture/30977)\n  , [youtube-list](https://www.youtube.com/playlist?list=PL-_cKNuVAYAU0vPERG07V2B_fykSxiL7z)\n- \"Машинное обучение\", 2018\n  , [info](https://www.lektorium.tv/node/32187)\n  , [youtube-list](https://www.youtube.com/playlist?list=PL-_cKNuVAYAWXoVzVEDCT-usTEBHUf4AF)\n- \"Основы байесовского вывода\", 2023\n  , [info](https://www.sergeynikolenko.ru/en/courses/mlspsu2023-1)\n  , [youtube-list](https://www.youtube.com/playlist?list=PLwdBkWbW0oHEg_KSXzUo6tGcrloire0lY)\n- \"Графические вероятностные модели\", 2024\n  , [info](https://www.sergeynikolenko.ru/en/courses/mlspsu2023-2)\n  , [youtube-list](https://www.youtube.com/playlist?list=PLwdBkWbW0oHHQxuDucbsPJ1CrTaM9ZeCZ)\n- \"Глубокое обучение\", 2024\n  , [info](https://www.sergeynikolenko.ru/en/courses/mlspsu2023-3)\n- \"Основы байесовского вывода\", 2024\n  , [info](https://www.sergeynikolenko.ru/en/courses/mlspsu2024)\n  , [youtube-list](https://www.youtube.com/playlist?list=PLwdBkWbW0oHEIHjSp0DQ79-scZRH1-QNj)\n- \"Графические вероятностные модели\", 2025\n  , [info](https://www.sergeynikolenko.ru/en/courses/mlspsu2024-2)\n  , [youtube-list](https://www.youtube.com/playlist?list=PLwdBkWbW0oHHqjirDmIlLb_ynmLXzcXYj)\n- \"Глубокое обучение\", 2025\n  , [info](https://www.sergeynikolenko.ru/en/courses/mlspsu2024-3)\n  , [youtube-list](https://www.youtube.com/playlist?list=PLwdBkWbW0oHF36Mn6e9V2lxY-y_KW6k_P)\n- \"Основы байесовского вывода\", 2025\n  , [info](https://www.sergeynikolenko.ru/en/courses/spsu2025-bayes)\n , [youtube-list](https://www.youtube.com/playlist?list=PLwdBkWbW0oHGC6XN2t-1ae-seU166k74U)\n\n## Емелин Александр\n\n- \"Теория основ высшей математики и разбор задач\", [в текстовом виде](https://mathprofi.ru/lekcii_po_vysshei_matematike.html)\n\n## Сергей Балакирев\n\n- \"Машинное обучение\", [stepik](https://stepik.org/course/209247/info), [в текстовом виде](https://proproprogs.ru/ml)\n- \"Нейросети на PyTorch\", [в текстовом виде](https://proproprogs.ru/nn_pytorch)\n- \"Нейронные сети\", [в текстовом виде](https://proproprogs.ru/neural_network)\n\n## Яндекс.Образование\n\n- \"Учебник по машинному обучению\", [в текстовом виде](https://education.yandex.ru/handbook/ml)\n- \"Математика для анализа данных\", [в текстовом виде](https://education.yandex.ru/handbook/math)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Florien%2Frussian-ml-edu","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Florien%2Frussian-ml-edu","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Florien%2Frussian-ml-edu/lists"}