{"id":19287779,"url":"https://github.com/deeppavlov/autointent","last_synced_at":"2025-07-24T22:13:12.859Z","repository":{"id":253211971,"uuid":"833650070","full_name":"deeppavlov/AutoIntent","owner":"deeppavlov","description":"An open source tool for automatic configuration of a text classification pipeline for intent prediction","archived":false,"fork":false,"pushed_at":"2024-11-08T20:11:22.000Z","size":14255,"stargazers_count":9,"open_issues_count":8,"forks_count":1,"subscribers_count":3,"default_branch":"dev","last_synced_at":"2024-11-08T21:20:29.633Z","etag":null,"topics":["auto-ml","dialog-systems","intent-detection","nlp","transformers"],"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/deeppavlov.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","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":"2024-07-25T13:25:08.000Z","updated_at":"2024-11-06T13:34:23.000Z","dependencies_parsed_at":"2024-08-15T08:28:22.506Z","dependency_job_id":"d7aaee38-4990-4e34-a8bc-021642aa5134","html_url":"https://github.com/deeppavlov/AutoIntent","commit_stats":null,"previous_names":["voorhs/autointent","deeppavlov/autointent"],"tags_count":7,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deeppavlov%2FAutoIntent","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deeppavlov%2FAutoIntent/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deeppavlov%2FAutoIntent/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deeppavlov%2FAutoIntent/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/deeppavlov","download_url":"https://codeload.github.com/deeppavlov/AutoIntent/tar.gz/refs/heads/dev","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":223888420,"owners_count":17220083,"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":["auto-ml","dialog-systems","intent-detection","nlp","transformers"],"created_at":"2024-11-09T22:07:11.671Z","updated_at":"2025-07-24T22:13:12.805Z","avatar_url":"https://github.com/deeppavlov.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AutoIntent\n\n\u003cimg align=\"left\" width=\"100\" height=\"100\" src=\"logo/square-light.svg#gh-light-mode-only\"\u003e\n\u003cimg align=\"left\" width=\"100\" height=\"100\" src=\"logo/square-dark.svg#gh-dark-mode-only\"\u003e\n\nAuto ML for intent classification.\n\nDocumentation: [deeppavlov.github.io/AutoIntent](https://deeppavlov.github.io/AutoIntent/).\n\n\u003e The project is under active development.\n\n## Installation\n\n```bash\npip install autointent\n```\n\n## About\n\n**AutoIntent** is an open source tool for automatic configuration of a text classification pipeline for intent prediction.\n\nThe task of intent detection is one of the main subtasks in creating task-oriented dialogue systems, along with scriptwriting and slot filling. AutoIntent project offers users the following:\n\n- A convenient library of methods for intent classification that can be used in a sklearn-like \"fit-predict\" format.\n- An AutoML approach to creating classifiers, where the only thing needed is to upload a set of labeled data.\n\nExample of building an intent classifier in a couple of lines of code:\n\n```python\nfrom autointent import Pipeline, Dataset\n\ndataset = Dataset.from_json(path_to_json)\npipeline = Pipeline.from_preset(\"light\")\npipeline.fit(dataset)\npipeline.predict([\"show me my latest transactions\"])\n```\n\n## Disclaimer\n\nThis project is in development phase. Bugs and breaking changes are expected. Contributions and feedback are welcome! See [CONTRIBUTING.md](./CONTRIBUTING.md).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeeppavlov%2Fautointent","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdeeppavlov%2Fautointent","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeeppavlov%2Fautointent/lists"}