{"id":13571418,"url":"https://github.com/aqibsaeed/Multilabel-timeseries-classification-with-LSTM","last_synced_at":"2025-04-04T08:31:08.064Z","repository":{"id":82628476,"uuid":"76442348","full_name":"aqibsaeed/Multilabel-timeseries-classification-with-LSTM","owner":"aqibsaeed","description":" Tensorflow implementation of paper: Learning to Diagnose with LSTM Recurrent Neural Networks.","archived":false,"fork":false,"pushed_at":"2017-04-18T14:09:23.000Z","size":9,"stargazers_count":574,"open_issues_count":2,"forks_count":186,"subscribers_count":39,"default_branch":"master","last_synced_at":"2025-03-29T12:08:29.978Z","etag":null,"topics":["deep-learning","lstm","multi-label-classification","tensorflow","time-series"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/aqibsaeed.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2016-12-14T08:59:37.000Z","updated_at":"2025-03-21T16:06:14.000Z","dependencies_parsed_at":"2023-10-20T17:30:59.137Z","dependency_job_id":null,"html_url":"https://github.com/aqibsaeed/Multilabel-timeseries-classification-with-LSTM","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aqibsaeed%2FMultilabel-timeseries-classification-with-LSTM","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aqibsaeed%2FMultilabel-timeseries-classification-with-LSTM/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aqibsaeed%2FMultilabel-timeseries-classification-with-LSTM/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aqibsaeed%2FMultilabel-timeseries-classification-with-LSTM/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/aqibsaeed","download_url":"https://codeload.github.com/aqibsaeed/Multilabel-timeseries-classification-with-LSTM/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247147083,"owners_count":20891618,"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":["deep-learning","lstm","multi-label-classification","tensorflow","time-series"],"created_at":"2024-08-01T14:01:01.856Z","updated_at":"2025-04-04T08:31:07.052Z","avatar_url":"https://github.com/aqibsaeed.png","language":"Jupyter Notebook","funding_links":[],"categories":["📝 Papers with code","Jupyter Notebook"],"sub_categories":["Managed database services"],"readme":"### Multilabel time series classification with LSTM\nTensorflow implementation of model discussed in the following paper: \u003ca href=\"https://arxiv.org/abs/1511.03677\"\u003eLearning to Diagnose with LSTM Recurrent Neural Networks\u003c/a\u003e.\n\n### Tools Required\nPython 3.5 is used during development and following libraries are required to run the code provided in the notebook:\n\n* Tensorflow\n* Numpy\n* Pandas\n\n### Dataset\n\u003cp\u003eCleaned version of MIMIC-III \u003ca href=\"https://github.com/YerevaNN/mimic3-benchmarks\"\u003edataset\u003c/a\u003e and accompanying \u003ca href=\"https://arxiv.org/abs/1703.07771\"\u003epaper\u003c/a\u003e\u003c/p\u003e\n\n\u003cp\u003e\u003ca href=\"http://mimic.mit.edu/mimicdata/whatsnew/\"\u003eMIMIC-III\u003c/a\u003e dataset can possibly be use to train and test the model. Beware this is not the data set used by the authors of the paper.\u003c/p\u003e\n\n\n\u003ci\u003eNote: If you see mistakes, want to suggest changes or have dataset that can be use to train/test the model, please submit a pull request.\u003c/i\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faqibsaeed%2FMultilabel-timeseries-classification-with-LSTM","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faqibsaeed%2FMultilabel-timeseries-classification-with-LSTM","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faqibsaeed%2FMultilabel-timeseries-classification-with-LSTM/lists"}