{"id":18644835,"url":"https://github.com/zuruoke/spam_detection_using_word_embedding","last_synced_at":"2025-11-05T02:30:34.198Z","repository":{"id":113055840,"uuid":"253604478","full_name":"zuruoke/Spam_Detection_Using_Word_Embedding","owner":"zuruoke","description":"Detect Spam Messages Using Word Embedding","archived":false,"fork":false,"pushed_at":"2020-04-06T20:12:09.000Z","size":10672,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-12-27T11:32:05.977Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/zuruoke.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":"2020-04-06T20:09:10.000Z","updated_at":"2022-05-21T12:46:56.000Z","dependencies_parsed_at":"2023-06-07T14:15:31.275Z","dependency_job_id":null,"html_url":"https://github.com/zuruoke/Spam_Detection_Using_Word_Embedding","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/zuruoke%2FSpam_Detection_Using_Word_Embedding","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zuruoke%2FSpam_Detection_Using_Word_Embedding/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zuruoke%2FSpam_Detection_Using_Word_Embedding/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zuruoke%2FSpam_Detection_Using_Word_Embedding/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zuruoke","download_url":"https://codeload.github.com/zuruoke/Spam_Detection_Using_Word_Embedding/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239449544,"owners_count":19640532,"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":"2024-11-07T06:13:47.178Z","updated_at":"2025-11-05T02:30:34.141Z","avatar_url":"https://github.com/zuruoke.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Spam_Detection_Using_Word_Embedding\nDetect Spam Messages Using Word Embedding\n\nThis kernel builds a Neural Network Model using Word Embedding (a paramount feature Natural Language Processing) to classify whether a message is Spam or not.\n\nThe Dataset consists of 5572 sentences with about 87% labelled as spam message and 13% labelled as ham.\n\nP:S I know there is a huge class imbalance which will affect it's generalization to an unseen data, don't worry check the kernel to see how I tackle this.  \n\nThis project workflow includes:\n\n- Loading the data\n- Examining and understanding the dataset\n- Preprocess the Text Data\n- Building an input pipeline\n- Building an Input Pipeline for the Pretrained Embedding Model\n- Building an Input Data Pipeline for the Encoded Text Sequences\n- Building a NN Model using a Model Subclassing API\n- Training the model\n- Evaluating the model using Sklearn's confusion_matrix\n\n\nAll these will be done with tensorflow 2.x.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzuruoke%2Fspam_detection_using_word_embedding","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzuruoke%2Fspam_detection_using_word_embedding","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzuruoke%2Fspam_detection_using_word_embedding/lists"}