{"id":23364061,"url":"https://github.com/rickiepark/nlp-with-pytorch","last_synced_at":"2026-03-18T01:31:08.286Z","repository":{"id":43917327,"uuid":"326710678","full_name":"rickiepark/nlp-with-pytorch","owner":"rickiepark","description":"\u003c파이토치로 배우는 자연어 처리\u003e(한빛미디어, 2021)의 소스 코드를 위한 저장소입니다.","archived":false,"fork":false,"pushed_at":"2024-07-20T08:43:31.000Z","size":89095,"stargazers_count":133,"open_issues_count":2,"forks_count":60,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-01-26T02:12:25.796Z","etag":null,"topics":["deep-learning","natural-language-processing","python","pytorch"],"latest_commit_sha":null,"homepage":"https://tensorflow.blog/nlp-with-pytorch/","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/rickiepark.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-01-04T14:32:13.000Z","updated_at":"2025-01-11T04:29:04.000Z","dependencies_parsed_at":"2025-01-18T17:22:47.198Z","dependency_job_id":null,"html_url":"https://github.com/rickiepark/nlp-with-pytorch","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/rickiepark%2Fnlp-with-pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rickiepark%2Fnlp-with-pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rickiepark%2Fnlp-with-pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rickiepark%2Fnlp-with-pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rickiepark","download_url":"https://codeload.github.com/rickiepark/nlp-with-pytorch/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238044095,"owners_count":19407128,"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","natural-language-processing","python","pytorch"],"created_at":"2024-12-21T13:13:54.221Z","updated_at":"2026-03-18T01:31:03.252Z","avatar_url":"https://github.com/rickiepark.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 파이토치로 배우는 자연어 처리\n\n![cover](cover.jpeg)\n\n이 책은 델립 라오(Delip Rao), 브라이언 맥머핸(Brian McMahan)이 지은 [Natural Language Processing with PyTorch](https://www.amazon.com/Natural-Language-Processing-PyTorch-Applications/dp/1491978236/)의 번역서입니다.\n\n에러타는 [블로그](https://tensorflow.blog/nlp-with-pytorch/)를 참고해 주세요. 이 책의 코드는 최신 사이킷런, 파이토치를 사용하며 구글 코랩(Colab)을 사용해 무료로 실행할 수 있습니다.\n\n\n목차\n=================\n\n\u003c!--ts--\u003e\n* [1장: 소개](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_1)\n  * 파이토치 기초\n* 2장: NLP 기술 빠르게 훑어보기\n* [3장: 신경망의 기본 구성 요소](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_3)\n  * 퍼셉트론: 가장 간단한 신경망\n  * 지도 학습 훈련 알아보기\n  * 예제: 레스토랑 리뷰 감성 분류하기\n* [4장: 자연어 처리를 위한 피드 포워드 신경망](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_4)\n  * 퍼셉트론의 한계\n  * MLP 소개\n  * CNN 소개\n  * MLP로 성씨 분류하기\n  * CNN으로 성씨 분류하기\n* [5장: 단어와 타입 임베딩](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_5)\n  * 사전 훈련된 임베딩 사용하기\n  * CBOW 임베딩 학습하기\n  * 사전 훈련 임베딩을 사용한 전이 학습\n* [6장: 자연어 처리를 위한 시퀀스 모델링 - 초급](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_6)\n  * 시퀀스 표현\n* [7장: 자연어 처리를 위한 시퀀스 모델링 - 중급](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_7)\n  * 시퀀스 표현에서 새로운 성씨 생성하기\n  * 조건없는 생성\n  * 조건부 생성\n* [8장: 자연어 처리를 위한 시퀀스 모델링 - 고급](https://github.com/rickiepark/nlp-with-pytorch/tree/main/chapter_8)\n  * PackedSequences 이해하기\n  * 시퀀스 투 시퀀스 모델링\n  * 어텐션\n  * 신경망 기계 번역\n* 9장: 고전 모델, 최신 모델, 더 배울 것들\n\u003c!--te--\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frickiepark%2Fnlp-with-pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frickiepark%2Fnlp-with-pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frickiepark%2Fnlp-with-pytorch/lists"}