{"id":13822004,"url":"https://github.com/javascript-machine-learning/svm-spam-classifier-javascript","last_synced_at":"2025-05-16T15:32:08.039Z","repository":{"id":70933637,"uuid":"114713781","full_name":"javascript-machine-learning/svm-spam-classifier-javascript","owner":"javascript-machine-learning","description":"🍃 Spam Classifier with Data Preparation and Support Vector Machine (SVM) ","archived":false,"fork":false,"pushed_at":"2017-12-28T11:33:00.000Z","size":234,"stargazers_count":8,"open_issues_count":0,"forks_count":4,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-11-19T22:43:21.455Z","etag":null,"topics":["javascript","machine-learning","machine-learning-algorithms","support-vector-machine","support-vector-machines","svm","svm-classifier","svm-learning","svm-library","svm-model","svm-training"],"latest_commit_sha":null,"homepage":"https://bri.im","language":"JavaScript","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/javascript-machine-learning.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}},"created_at":"2017-12-19T03:17:14.000Z","updated_at":"2023-06-10T07:23:50.000Z","dependencies_parsed_at":"2023-07-08T08:15:27.499Z","dependency_job_id":null,"html_url":"https://github.com/javascript-machine-learning/svm-spam-classifier-javascript","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/javascript-machine-learning%2Fsvm-spam-classifier-javascript","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javascript-machine-learning%2Fsvm-spam-classifier-javascript/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javascript-machine-learning%2Fsvm-spam-classifier-javascript/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/javascript-machine-learning%2Fsvm-spam-classifier-javascript/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/javascript-machine-learning","download_url":"https://codeload.github.com/javascript-machine-learning/svm-spam-classifier-javascript/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254556640,"owners_count":22090973,"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":["javascript","machine-learning","machine-learning-algorithms","support-vector-machine","support-vector-machines","svm","svm-classifier","svm-learning","svm-library","svm-model","svm-training"],"created_at":"2024-08-04T08:01:37.861Z","updated_at":"2025-05-16T15:32:03.018Z","avatar_url":"https://github.com/javascript-machine-learning.png","language":"JavaScript","funding_links":[],"categories":["JavaScript"],"sub_categories":[],"readme":"# Spam Classifier with SVM in JavaScript\n\n[![Build Status](https://travis-ci.org/javascript-machine-learning/svm-spam-classifier-javascript.svg?branch=master)](https://travis-ci.org/javascript-machine-learning/svm-spam-classifier-javascript)\n\nThis example project demonstrates how [support vector machine (SVM)](https://en.wikipedia.org/wiki/Support_vector_machine) may be used to solve a classification problem (spam filter) in JavaScript. The [SMS Spam Collection Dataset from kaggle](https://www.kaggle.com/uciml/sms-spam-collection-dataset/data) is used for the purpose of training and testing the algorithm. Before training the algorithm, the data set is prepared with common practices to finally extract a feature vector for each SMS. Furthermore, [svm.js](https://github.com/karpathy/svmjs) is used for a ready to go SVM implementation.\n\nAs alternative, uncomment the code to use [Naive Bayes classifier](https://en.wikipedia.org/wiki/Naive_Bayes_classifier) instead of SVM from the [natural](https://github.com/NaturalNode/natural) library.\n\n## Installation\n\n* `git clone git@github.com:javascript-machine-learning/svm-spam-classifier-javascript.git`\n* `cd svm-spam-classifier-javascript`\n* `npm install`\n* `npm start`\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjavascript-machine-learning%2Fsvm-spam-classifier-javascript","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjavascript-machine-learning%2Fsvm-spam-classifier-javascript","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjavascript-machine-learning%2Fsvm-spam-classifier-javascript/lists"}