{"id":23377524,"url":"https://github.com/voorhs/sirius-ai","last_synced_at":"2025-04-10T19:33:53.247Z","repository":{"id":267979995,"uuid":"900768557","full_name":"voorhs/sirius-ai","owner":"voorhs","description":"Курс по ИИ для школьников смены \"Алгоритмы и анализ данных\" в Сириусе","archived":false,"fork":false,"pushed_at":"2024-12-13T16:22:21.000Z","size":81924,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-24T17:11:51.112Z","etag":null,"topics":["aiogram","concurrency","convolutional-neural-networks","deep-learning","diffusion-models","education","machine-learning","pandas","pytorch","streamlit","transformers","word-embeddings"],"latest_commit_sha":null,"homepage":"https://sochisirius.ru/obuchenie/nauka/smena1901/8784","language":"Jupyter Notebook","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/voorhs.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}},"created_at":"2024-12-09T12:45:10.000Z","updated_at":"2025-01-14T18:04:36.000Z","dependencies_parsed_at":"2024-12-13T17:43:47.452Z","dependency_job_id":null,"html_url":"https://github.com/voorhs/sirius-ai","commit_stats":null,"previous_names":["voorhs/sirius-ai"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/voorhs%2Fsirius-ai","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/voorhs%2Fsirius-ai/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/voorhs%2Fsirius-ai/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/voorhs%2Fsirius-ai/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/voorhs","download_url":"https://codeload.github.com/voorhs/sirius-ai/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248281422,"owners_count":21077423,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["aiogram","concurrency","convolutional-neural-networks","deep-learning","diffusion-models","education","machine-learning","pandas","pytorch","streamlit","transformers","word-embeddings"],"created_at":"2024-12-21T18:14:58.546Z","updated_at":"2025-04-10T19:33:53.217Z","avatar_url":"https://github.com/voorhs.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Алгоритм и анализ данных\n\nСмена в сириусе 2024. Материалы переходной части.\n\nПреподаватели\n- Алексеев Илья (@voorhs)\n- Оганов Александр (@welmud)\n- [Соколов Евгений](https://www.hse.ru/staff/esokolov/)\n\nЗа основу взяты материалы\n- ММП ВМК МГУ: [отсюда](https://github.com/mmp-efml/mmp-efml-2024-fall), [отсюда](https://github.com/mmp-practicum-team/mmp_practicum_fall_2024), [отсюда](https://github.com/mmp-practicum-team/mmp_practicum_spring_2024), [отсюда](https://github.com/mmp-mmro-team/mmp_mmro_fall_2022)\n- ПМИ ФКН ВШЭ: [отсюда](https://github.com/isadrtdinov/intro-to-dl-hse)\n\n| | | тема | материалы |\n|-|-|------|-----------|\n| день 1 | | | |   \n|        | лекция  | Основы глубинного обучения           | [слайды](./day_1/lecture.pdf)     |\n|        | семинар | Основы работы с тензорами            | [ноутбук](./day_1/sem_1.ipynb)    |\n|        | семинар | Основы обучения в PyTorch            | [ноутбук](./day_1/sem_2.ipynb)    |\n|        | домашка | Классификация изображений            | [ноутбук](./day_1/homework.ipynb) |\n| день 2 | | | |\n|        | лекция  | Transfer learning. CV                | [слайды](https://github.com/isadrtdinov/intro-to-dl-hse/blob/2023-2024/lecture-notes/notes-05-cnn.pdf)                        |\n|        | семинар | Дообучение в PyTorch                 | [ноутбук](./day_2/sem_1.ipynb)    |\n|        | семинар | Предобученные модели из HF Hub       | [ноутбук](./day_2/sem_2.ipynb)    |\n|        | домашка | Анализ предобученных моделей         | [задание](./day_2/homework.md)    |\n| день 3 | | | |\n|        | лекция  | NLP. Эмбединги. RNN. Transformer     | [слайды](./day_3/slides.pdf)      |\n|        | семинар | DL Audio                             | [ноутбук](./day_3/sem_1.ipynb)    |\n|        | семинар | NLP и веб-разработка                 | [word2vec](./day_3/word_embedding.ipynb), [RAG](./day_3/nlp_seminar.ipynb), [основы webdev](./day_3/web-dev/)\n| день 4 | | | |\n|        | лекция  | Диффузионные модели                  | [слайды](https://github.com/mmp-efml/mmp-efml-2024-fall/blob/main/presentations/lec9_diffusion.pdf), [еще слайды](https://github.com/mmp-efml/mmp-efml-2024-fall/blob/main/presentations/lec11_sd_sds_dmd.pdf) |\n|        | семинар | Веб-разработка (продолжение). Pandas | [основы webdev](./day_3/web-dev/), [pandas](https://github.com/mmp-mmro-team/mmp_mmro_fall_2022/blob/main/seminars/Seminar1/sem_pandas.ipynb) |\n|        | семинар | Streamlit. Конкурентность и aiogram  | [слайды](https://github.com/mmp-practicum-team/mmp_practicum_fall_2024/blob/main/Seminars/13-aiogram/slides.pdf), [тг бот](https://github.com/voorhs/example-project/blob/tg-bot/bot.py), [web ui](https://github.com/voorhs/example-project/blob/f0ae9bd7f0e1114fa4111779392f87143c4dbe04/app.py) |\n\nБолее подробный план смотрите в [plan.md](./plan.md) (это рабочий текст, не публичный)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvoorhs%2Fsirius-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvoorhs%2Fsirius-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvoorhs%2Fsirius-ai/lists"}