{"id":20270464,"url":"https://github.com/altimis/tweets-classification-","last_synced_at":"2025-10-04T19:39:32.178Z","repository":{"id":106395053,"uuid":"179547584","full_name":"Altimis/Tweets-classification-","owner":"Altimis","description":"Prediction of tweets topics (sports or politics)","archived":false,"fork":false,"pushed_at":"2021-02-12T10:30:29.000Z","size":4262,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-01-14T05:42:40.274Z","etag":null,"topics":[],"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/Altimis.png","metadata":{"files":{"readme":"README.md","changelog":null,"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":"2019-04-04T17:47:01.000Z","updated_at":"2021-02-12T10:30:31.000Z","dependencies_parsed_at":null,"dependency_job_id":"21a3aa98-4211-4a44-bf46-36de8a76e4a6","html_url":"https://github.com/Altimis/Tweets-classification-","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/Altimis%2FTweets-classification-","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Altimis%2FTweets-classification-/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Altimis%2FTweets-classification-/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Altimis%2FTweets-classification-/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Altimis","download_url":"https://codeload.github.com/Altimis/Tweets-classification-/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241753145,"owners_count":20014252,"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":[],"created_at":"2024-11-14T12:30:37.657Z","updated_at":"2025-10-04T19:39:27.142Z","avatar_url":"https://github.com/Altimis.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Tweets-classification-\nPrediction of tweets topics (sports or politics)\n\nIn this project, I followed two approaches to solve this classification problem. \n\nThe first one is by using the tf-idf technique following by applying Multinomial Naive Bayes and SVM modeles. \n\nThe second one is by using Word Embedding (pre trained model) and feed them to a LSTM classifier.\n\n## Results \nTF-IDF + SVM results were better than Word2Vec + LSTM (0.96 vs 0.94).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faltimis%2Ftweets-classification-","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faltimis%2Ftweets-classification-","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faltimis%2Ftweets-classification-/lists"}