{"id":14958814,"url":"https://github.com/chunml/nlp","last_synced_at":"2025-05-02T12:31:23.591Z","repository":{"id":49143885,"uuid":"162556815","full_name":"ChunML/NLP","owner":"ChunML","description":"This is where I put all my work in Natural Language Processing","archived":false,"fork":false,"pushed_at":"2021-06-26T19:01:09.000Z","size":495,"stargazers_count":96,"open_issues_count":4,"forks_count":46,"subscribers_count":6,"default_branch":"master","last_synced_at":"2025-04-07T01:53:04.591Z","etag":null,"topics":["natural-language-processing","nlp","python","tensorflow","tensorflow-experiments","tensorflow-tutorials"],"latest_commit_sha":null,"homepage":"https://machinetalk.org","language":"Python","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/ChunML.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2018-12-20T09:28:30.000Z","updated_at":"2024-11-18T06:01:47.000Z","dependencies_parsed_at":"2022-08-25T15:20:13.074Z","dependency_job_id":null,"html_url":"https://github.com/ChunML/NLP","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/ChunML%2FNLP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChunML%2FNLP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChunML%2FNLP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ChunML%2FNLP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ChunML","download_url":"https://codeload.github.com/ChunML/NLP/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252038148,"owners_count":21684631,"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":["natural-language-processing","nlp","python","tensorflow","tensorflow-experiments","tensorflow-tutorials"],"created_at":"2024-09-24T13:18:20.475Z","updated_at":"2025-05-02T12:31:23.186Z","avatar_url":"https://github.com/ChunML.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Natural Language Processing Projects\n\n### Overview\nThis is where I play with NLP, aka Natural Language Processing, the art of teaching machine to understand and mimic human's natural language (semantically and/or syntactically).\n\nProjects in this repository are still in progress and gradually updated. README's content will be updated accordingly. Maybe I'll write some blog posts if necessary.\n\n### Content\nAt present, this repository contains the projects below.\n\n1/ [Embeddings](https://github.com/ChunML/NLP/tree/master/embeddings)\n\nDONE:\n- CBOW\n- skip-gram\n\nTODO:\n- Rewrite in Tensorflow 2.0\n- Add Pytorch implementation\n- Write blog posts\n- Add more types of embeddings such as GloVe, etc\n\n2/ [Text Generator](https://github.com/ChunML/NLP/tree/master/text_generation)\n\nDONE:\n- Tensorflow implementation (both in 1.x and 2.0)\n- Blog post for Tensorflow implementation: [link](https://machinetalk.org/2019/02/08/text-generation-with-tensorflow/)\n- Pytorch implementation\n- Blog post for Pytorch implementation: [link](https://machinetalk.org/2019/02/08/text-generation-with-pytorch/)\n\n3/ [Machine Translation](https://github.com/ChunML/NLP/tree/master/machine_translation)\n\nDONE:\n- Tensorflow implementation (no-attention/Bahdanau/Luong)\n- Blog posts for Tensorflow implementation:\n  - Data Preparation: [link](https://machinetalk.org/2019/02/20/neural-machine-translation-with-tensorflow-data-preparation/)\n  - Model Creation: [link](https://machinetalk.org/2019/02/27/neural-machine-translation-with-tensorflow-model-creation/)\n  - Training: [link](https://machinetalk.org/2019/03/05/neural-machine-translation-with-tensorflow-training/)\n  \nTODO:\n- Add Pytorch implementation\n- Blog post for Pytorch implementation\n- Rewrite in Tensorflow 2.0\n- Blog post for Tensorflow 2.0 implementation\n\n4/ [Chat Bot](https://github.com/ChunML/NLP/tree/master/chatbot)\n\nDone:\n- Tensorflow implementation\n\nTODO:\n- Rewrite in Tensorflow 2.0\n- Add Pytorch implementation\n- Write blog posts\n\n5/ [Sentiment Analysis](https://github.com/ChunML/NLP/tree/master/sentiment_analysis)\n\nDone:\n- Tensorflow 2.0 implementation for:\n  - IMDB Movie Reviews Classification\n  - Quora Insincere Questions Classification\n- Blog post for IMDB:\n  - English version: [link](https://machinetalk.org/2019/03/18/introduction-to-tensorflow-datasets/)\n  - Japanese version: [link](https://machinetalk.org/2019/03/13/introduction-to-tensorflow-datasets-jp/)\n\nTODO:\n- Add Pytorch implementation\n- Write blog post for Quora data\n\n6/ [POS tagging](https://github.com/ChunML/NLP/tree/master/pos_tagging)\n\nDone:\n- Pytorch implementation for toy example\n\nTODO:\n- Update Pytorch implementation for real dataset\n- Add Tensorflow 2.0 implementation\n- Write blog posts\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchunml%2Fnlp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fchunml%2Fnlp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchunml%2Fnlp/lists"}