{"id":29085240,"url":"https://github.com/dmt-zh/nlp","last_synced_at":"2026-05-04T21:32:08.420Z","repository":{"id":291433383,"uuid":"977203514","full_name":"dmt-zh/nlp","owner":"dmt-zh","description":"Practical NLP","archived":false,"fork":false,"pushed_at":"2025-06-25T13:38:45.000Z","size":543,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-25T14:29:34.499Z","etag":null,"topics":["bag-of-words","lca","nlp","nltk","regex","sklearn","spacy","tf-idf","word2vec"],"latest_commit_sha":null,"homepage":"","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/dmt-zh.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}},"created_at":"2025-05-03T16:54:54.000Z","updated_at":"2025-06-25T13:39:20.000Z","dependencies_parsed_at":null,"dependency_job_id":"e65c113e-a030-4559-a9ff-5686624225de","html_url":"https://github.com/dmt-zh/nlp","commit_stats":null,"previous_names":["dmt-zh/nlp"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/dmt-zh/nlp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmt-zh%2Fnlp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmt-zh%2Fnlp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmt-zh%2Fnlp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmt-zh%2Fnlp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dmt-zh","download_url":"https://codeload.github.com/dmt-zh/nlp/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmt-zh%2Fnlp/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32625968,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-04T10:08:07.713Z","status":"ssl_error","status_checked_at":"2026-05-04T10:08:02.005Z","response_time":58,"last_error":"SSL_read: 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":["bag-of-words","lca","nlp","nltk","regex","sklearn","spacy","tf-idf","word2vec"],"created_at":"2025-06-27T23:00:48.334Z","updated_at":"2026-05-04T21:32:08.416Z","avatar_url":"https://github.com/dmt-zh.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Предварительные требования\n\nДля начала работы нужны:\n* Linux (Ubuntu22+, Debian) либо Windows10/11 + WSL2\n* Python версии 3.12.x\n\n\u003chr\u003e\n\n\n## Настройка окружения:\n\nУстанавливаем пакетный менеджер [uv](https://docs.astral.sh/uv/getting-started/installation/):\n```bash\ncurl -LsSf https://astral.sh/uv/install.sh | sh\n```\n\nКопируем репозиторий:\n```bash\ngit clone https://github.com/dmt-zh/nlp.git \u0026\u0026 cd nlp\n```\n\nСоздаем виртуальное окружение и устанавливаем зависимости:\n```\nuv sync\n```\n\n\u003chr\u003e\n\n## Для работы с кодом ноутбуков необходимо:\n\nЗапутить Jupyter server в фоновом режиме\n\n```sh\nnohup uv run -m notebook \u0026\u003e logging.log \u0026\n```\nПерейти по url адресу в браузере\n```\nhttp://localhost:8888/\n```\n\n\u003chr\u003e\n\n## Интерактивные ноутбуки\n\n| Ноутбук                       | Тема                    | Содержание                                                                                                                                                                         | Технологии                                    |\n| ----------------------------- | ----------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------- |\n| `Text Representation. Part 1` | Векторная модель текста | Стемминг\u003cbr\u003eЛемматизация\u003cbr\u003eOne-Hot Encoding\u003cbr\u003eBoW (Bag of Words)\u003cbr\u003eBoN (Bag of N Grams)\u003cbr\u003eTF-IDF (Term Frequency Inverse Document Frequency)\u003cbr\u003eLDA (Latent Semantic Analysis) | NLTK\u003cbr\u003espaCy\u003cbr\u003eregex\u003cbr\u003escikit-learn        |\n| `Text Representation. Part 2` | Векторная модель текста | Embeddings\u003cbr\u003eWord2Vec\u003cbr\u003eSentenceTransformer                                                                                                                                      | gensim\u003cbr\u003eSentenceTransformer\u003cbr\u003etransformers |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmt-zh%2Fnlp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdmt-zh%2Fnlp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmt-zh%2Fnlp/lists"}