{"id":29556457,"url":"https://github.com/theveryhim/nlp-and-deployment","last_synced_at":"2025-07-18T10:11:36.084Z","repository":{"id":303097476,"uuid":"1014391631","full_name":"theveryhim/NLP-and-Deployment","owner":"theveryhim","description":"Analysis a paper publishment data set in a nlp manner and deploying on some models for training. ","archived":false,"fork":false,"pushed_at":"2025-07-05T16:40:20.000Z","size":1421,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-07-05T18:11:02.273Z","etag":null,"topics":["auto-ml","neural-networks","nlp","sentiment-analysis","word-embedding"],"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/theveryhim.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,"zenodo":null}},"created_at":"2025-07-05T16:23:09.000Z","updated_at":"2025-07-05T16:42:09.000Z","dependencies_parsed_at":"2025-07-05T18:21:09.317Z","dependency_job_id":null,"html_url":"https://github.com/theveryhim/NLP-and-Deployment","commit_stats":null,"previous_names":["theveryhim/nlp-and-deployment"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/theveryhim/NLP-and-Deployment","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/theveryhim%2FNLP-and-Deployment","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/theveryhim%2FNLP-and-Deployment/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/theveryhim%2FNLP-and-Deployment/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/theveryhim%2FNLP-and-Deployment/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/theveryhim","download_url":"https://codeload.github.com/theveryhim/NLP-and-Deployment/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/theveryhim%2FNLP-and-Deployment/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265738679,"owners_count":23820167,"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":["auto-ml","neural-networks","nlp","sentiment-analysis","word-embedding"],"created_at":"2025-07-18T10:11:33.724Z","updated_at":"2025-07-18T10:11:36.064Z","avatar_url":"https://github.com/theveryhim.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# NLP and Deployment\n\nIn this Repo we anaysied a data set nlp-wisely and used the results for learning\n\n- Getting to know better(Exploratory Data Analysis)\n\n\u003cp align=\"center\"\u003e\n    \u003cimg src=\"1.png\" alt=\"Descriptive Alt Text\" class=\"fit-width-image\"\u003e\n    \u003cimg src=\"2.png\" alt=\"Descriptive Alt Text\" class=\"fit-width-image\"\u003e\n\u003c/p\u003e\n\n- some nlp related:\n  - POS Tagging\n  - Name-Entity Recognition\n  - Embeddings\n    - BoW\n    - TF-IDF\n    - GLoVe\n```markdown\nMasculine: knight -\u003e Feminine: knight\nMasculine: hunter -\u003e Feminine: hunter\nMasculine: boy -\u003e Feminine: girl\nMasculine: son -\u003e Feminine: daughter\nMasculine: grandfather -\u003e Feminine: grandmother\n...\n```\n- Training deployment\n  - AutoML\n```markdown\nmodel_id                                                mean_per_class_error    logloss      rmse        mse\nGBM_grid_1_AutoML_1_20250128_145456_model_1                         0.921999   0.623391  0.337669  0.11402\nDeepLearning_grid_1_AutoML_1_20250128_145456_model_3                0.922034   0.746481  0.304669  0.0928233\nDeepLearning_grid_1_AutoML_1_20250128_145456_model_1                0.922425   1.20105   0.333376  0.111139\n```\n  - Neural architecture search\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftheveryhim%2Fnlp-and-deployment","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftheveryhim%2Fnlp-and-deployment","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftheveryhim%2Fnlp-and-deployment/lists"}