{"id":13529995,"url":"https://github.com/graykode/nlp-roadmap","last_synced_at":"2026-01-27T17:35:34.883Z","repository":{"id":38375703,"uuid":"209493770","full_name":"graykode/nlp-roadmap","owner":"graykode","description":"ROADMAP(Mind Map) and KEYWORD for students those who have interest in learning NLP","archived":false,"fork":false,"pushed_at":"2019-09-29T07:07:52.000Z","size":2737,"stargazers_count":3236,"open_issues_count":2,"forks_count":518,"subscribers_count":110,"default_branch":"master","last_synced_at":"2025-01-28T23:49:20.916Z","etag":null,"topics":["keyword","machine-learning","natural-language-processing","nlp","probability-statistics","roadmap","textmining"],"latest_commit_sha":null,"homepage":"https://www.reddit.com/r/MachineLearning/comments/d8jheo/p_natural_language_processing_roadmap_and_keyword/","language":null,"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/graykode.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":"2019-09-19T07:47:34.000Z","updated_at":"2025-01-28T13:58:33.000Z","dependencies_parsed_at":"2022-07-12T01:47:38.292Z","dependency_job_id":null,"html_url":"https://github.com/graykode/nlp-roadmap","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/graykode%2Fnlp-roadmap","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/graykode%2Fnlp-roadmap/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/graykode%2Fnlp-roadmap/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/graykode%2Fnlp-roadmap/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/graykode","download_url":"https://codeload.github.com/graykode/nlp-roadmap/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245144200,"owners_count":20568051,"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":["keyword","machine-learning","natural-language-processing","nlp","probability-statistics","roadmap","textmining"],"created_at":"2024-08-01T07:00:41.842Z","updated_at":"2026-01-27T17:35:34.853Z","avatar_url":"https://github.com/graykode.png","language":null,"readme":"## nlp-roadmap\n![](img/title.png)\n\u003cp align=\"center\"\u003e\u003cimg width=\"333\" src=\"img/main.png\" /\u003e\u003c/p\u003e\n\n\n`nlp-roadmap` is `Natural Language Processing` **ROADMAP(Mind Map)** and **KEYWORD** for students those who have interest in learning Natural Language Processing. The roadmap covers the materials from basic probability/statistics to SOTA NLP models.\n\n\n#### Caution!\n\n- The relationship among keywords could be interpreted in ambiguous ways since they are represented in the format of a semantic mind-map. Please just focus on **KEYWORD in square box**, and deem them as the essential parts to learn.\n- The work of containing a plethora of keywords and knowledge within just an image has been challenging. Thus, please note that this roadmap is one of the suggestions or ideas.\n- You are eligible for using the material of your own free will including commercial purpose but **highly expected to leave a reference.**\n\n#### Curriculum\n\n1. [Probability and Statistics](https://github.com/graykode/nlp-roadmap#probability--statistics)\n\n2. [Machine Learning](https://github.com/graykode/nlp-roadmap#machine-learning)\n\n3. [Text Mining](https://github.com/graykode/nlp-roadmap#text-mining)\n\n4. [Natural Language Processing](https://github.com/graykode/nlp-roadmap#natural-language-processing)\n\n    \n\n## Probability \u0026 Statistics\n![](img/prob.png)\n\n## Machine Learning\n![](img/ml.png)\n\n## Text Mining\n![](img/textmining.png)\n\n## Natural Language Processing\n![](img/nlp.png)\n\n\n## Contribution\nEveryone can contribute to the repository. Contributions can range fixing typos to giving different perspectives on the materials. I welcome your contribution under the identical contribution guide of [kamranahmedse/developer-roadmap](https://github.com/kamranahmedse/developer-roadmap/blob/master/contributing.md).\n\n\n\n## Reference\n\n[1] [ratsgo's blog for textmining](https://ratsgo.github.io/), [ratsgo](https://github.com/ratsgo)/[ratsgo.github.io](https://github.com/ratsgo/ratsgo.github.io)\n\n[2] (한국어) 텍스트 마이닝을 위한 공부거리들, [lovit](https://github.com/lovit)/[textmining-tutorial](https://github.com/lovit/textmining-tutorial)\n\n[3] *Christopher Bishop(2006). Pattern Recognition and Machine Learning*\n\n[4] *Young, T., Hazarika, D., Poria, S., \u0026 Cambria, E. (2017). Recent Trends in Deep Learning Based Natural Language Processing. arXiv preprint arXiv:1708.02709.*\n\n[5] curated collection of papers for the nlp practitioner, [mihail911](https://github.com/mihail911)/[nlp-library](https://github.com/mihail911/nlp-library)\n\n**Acknowledgement** to [ratsgo](https://github.com/ratsgo), [lovit](https://github.com/lovit) for creating great posts and lectures.\n\n\n\n## LICENSE\n\u003cimg align=\"right\" src=\"http://opensource.org/trademarks/opensource/OSI-Approved-License-100x137.png\"\u003e\n\nThe class is licensed under the [MIT License](http://opensource.org/licenses/MIT):\n\nCopyright \u0026copy; 2019 [Tae-Hwan Jung](http://www.github.com/graykode).\n\n\n\n\n## Author\n\n- Tae Hwan Jung [@graykode](https://github.com/graykode), Kyung Hee Univ CE(Undergraduate).\n- Author Email : [nlkey2022@gmail.com](mailto:nlkey2022@gmail.com)\n","funding_links":[],"categories":["Others","AI / Machine Learning / Data Science","Awesome lists","[Ready](https://github.com/orsanawwad/awesome-roadmaps \"Ready\") [Roadmaps](https://github.com/liuchong/awesome-roadmaps \"Roadmaps\")"],"sub_categories":["NLP"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgraykode%2Fnlp-roadmap","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgraykode%2Fnlp-roadmap","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgraykode%2Fnlp-roadmap/lists"}