{"id":18244214,"url":"https://github.com/nouraalgohary/news-article-classifier","last_synced_at":"2026-05-07T09:32:19.380Z","repository":{"id":119996288,"uuid":"580828921","full_name":"NouraAlgohary/News-Article-Classifier","owner":"NouraAlgohary","description":"A ML model natural language processing techniques to classify articles based on their content. The model analyzes text from the articles to predict the most relevant category, such as news, sports, or entertainment. The model's performance is validated through rigorous testing, and all relevant code and data sets are included.","archived":false,"fork":false,"pushed_at":"2022-12-22T04:02:56.000Z","size":141,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-02-14T14:51:39.883Z","etag":null,"topics":["kaggle","machine-learning","mlproject","multinomial-naive-bayes","news-article-classifier","nlp","text-classification"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/NouraAlgohary.png","metadata":{"files":{"readme":"README.md","changelog":"News Article Classifier.ipynb","contributing":null,"funding":null,"license":null,"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":"2022-12-21T14:55:21.000Z","updated_at":"2023-05-16T21:50:38.000Z","dependencies_parsed_at":"2023-03-26T16:47:25.216Z","dependency_job_id":null,"html_url":"https://github.com/NouraAlgohary/News-Article-Classifier","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/NouraAlgohary%2FNews-Article-Classifier","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NouraAlgohary%2FNews-Article-Classifier/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NouraAlgohary%2FNews-Article-Classifier/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/NouraAlgohary%2FNews-Article-Classifier/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/NouraAlgohary","download_url":"https://codeload.github.com/NouraAlgohary/News-Article-Classifier/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247902093,"owners_count":21015393,"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":["kaggle","machine-learning","mlproject","multinomial-naive-bayes","news-article-classifier","nlp","text-classification"],"created_at":"2024-11-05T09:15:47.886Z","updated_at":"2026-05-07T09:32:14.344Z","avatar_url":"https://github.com/NouraAlgohary.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# News-Article-Classifier\nA machine learning model to predict article category using some text of the article. Data from [BBC News Clssification | Kaggle](https://www.kaggle.com/competitions/learn-ai-bbc/data).\n\n## Steps:\nUsing LSTM is not effcient for such a small data set, so replaced it with MultinomialNB.\n1. Data Loading\n2. Data Cleaning\n3. Data Preprocessing\n4. Model Training  \n5. Testing\n\n## Features:\n- 1490 instances\n- 3 columns(ArticleId, Article, Category)\n- 5 Categories ('business', 'tech', 'politics', 'sport', 'entertainment')\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnouraalgohary%2Fnews-article-classifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnouraalgohary%2Fnews-article-classifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnouraalgohary%2Fnews-article-classifier/lists"}