{"id":13454744,"url":"https://github.com/carpedm20/NTM-tensorflow","last_synced_at":"2025-03-24T06:31:21.433Z","repository":{"id":62529403,"uuid":"47695867","full_name":"carpedm20/NTM-tensorflow","owner":"carpedm20","description":"\"Neural Turing Machine\" in Tensorflow","archived":false,"fork":false,"pushed_at":"2017-05-18T06:31:02.000Z","size":35233,"stargazers_count":1045,"open_issues_count":11,"forks_count":212,"subscribers_count":67,"default_branch":"master","last_synced_at":"2025-03-21T01:03:33.494Z","etag":null,"topics":["neural-turing-machines","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/carpedm20.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}},"created_at":"2015-12-09T14:22:21.000Z","updated_at":"2025-03-14T02:16:49.000Z","dependencies_parsed_at":"2022-11-02T15:45:23.005Z","dependency_job_id":null,"html_url":"https://github.com/carpedm20/NTM-tensorflow","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/carpedm20%2FNTM-tensorflow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpedm20%2FNTM-tensorflow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpedm20%2FNTM-tensorflow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpedm20%2FNTM-tensorflow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/carpedm20","download_url":"https://codeload.github.com/carpedm20/NTM-tensorflow/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245222524,"owners_count":20580178,"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":["neural-turing-machines","tensorflow"],"created_at":"2024-07-31T08:00:57.571Z","updated_at":"2025-03-24T06:31:20.565Z","avatar_url":"https://github.com/carpedm20.png","language":"Jupyter Notebook","readme":"Neural Turing Machine in Tensorflow\n===================================\n\nTensorflow implementation of [Neural Turing Machine](http://arxiv.org/abs/1410.5401). This implementation uses an LSTM controller. NTM models with multiple read/write heads are supported.\n\n![alt_tag](etc/NTM.gif)\n\nThe referenced torch code can be found [here](https://github.com/kaishengtai/torch-ntm).\n\n** 1. Loss sometimes goes to nan even with the gradient clipping ([#2](https://github.com/carpedm20/NTM-tensorflow/issues/2)).**\n** 2. The code is very poorly design to support NTM inputs with variable lengths. Just use this code as a reference.**\n\n\nPrerequisites\n-------------\n\n- Python 2.7 or Python 3.3+\n- [Tensorflow 1.1.0](https://www.tensorflow.org/)\n- NumPy\n\n\nUsage\n-----\n\nTo train a copy task:\n\n    $ python main.py --task copy --is_train True\n\nTo test a *quick* copy task:\n\n    $ python main.py --task copy --test_max_length 10\n\n\nResults\n-------\n\nMore detailed results can be found [here](ipynb/NTM\\ Test.ipynb).\n\n**Copy task:**\n\n![alt_tag](etc/result4.png)\n![alt_tag](etc/result3.png)\n\n**Recall task:**\n\n(in progress)\n\n\nAuthor\n------\n\nTaehoon Kim / [@carpedm20](http://carpedm20.github.io/)\n","funding_links":[],"categories":["Models/Projects","Uncategorized","Jupyter Notebook","模型项目","Practical Resources"],"sub_categories":["Uncategorized","微信群","Librairies and Implementations"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarpedm20%2FNTM-tensorflow","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcarpedm20%2FNTM-tensorflow","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarpedm20%2FNTM-tensorflow/lists"}