{"id":26278025,"url":"https://github.com/anoopmsivadas/android-malware-detection","last_synced_at":"2025-03-14T12:32:39.785Z","repository":{"id":55929526,"uuid":"259240156","full_name":"anoopmsivadas/android-malware-detection","owner":"anoopmsivadas","description":"Android Malware Detection Using Machine Learning Classifiers ( Using Permissions requested by Apps)","archived":false,"fork":false,"pushed_at":"2023-05-01T21:39:37.000Z","size":1736,"stargazers_count":39,"open_issues_count":4,"forks_count":14,"subscribers_count":3,"default_branch":"master","last_synced_at":"2023-10-02T15:19:40.660Z","etag":null,"topics":["androguard","android-malware","android-malware-detection","dataset","flask","genetic-algorithm","keras","machine-learning","neural-network","security-tools","svm-classifier"],"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/anoopmsivadas.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}},"created_at":"2020-04-27T07:35:25.000Z","updated_at":"2023-09-22T10:18:18.000Z","dependencies_parsed_at":"2023-01-19T17:03:19.961Z","dependency_job_id":null,"html_url":"https://github.com/anoopmsivadas/android-malware-detection","commit_stats":null,"previous_names":[],"tags_count":0,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anoopmsivadas%2Fandroid-malware-detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anoopmsivadas%2Fandroid-malware-detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anoopmsivadas%2Fandroid-malware-detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anoopmsivadas%2Fandroid-malware-detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/anoopmsivadas","download_url":"https://codeload.github.com/anoopmsivadas/android-malware-detection/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243578102,"owners_count":20313758,"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":["androguard","android-malware","android-malware-detection","dataset","flask","genetic-algorithm","keras","machine-learning","neural-network","security-tools","svm-classifier"],"created_at":"2025-03-14T12:31:41.306Z","updated_at":"2025-03-14T12:32:39.767Z","avatar_url":"https://github.com/anoopmsivadas.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Android Malware Detection\n\nAndroid Malware detection by analyzing Permissions \n\n## Included\n\n* Jupyter Notebook used to prepare dataset and create models\n* a minimal Flask front-end\n* Dataset created using [Androguard](https://github.com/androguard/androguard)\n* Pretrained [models](https://github.com/anoopmsivadas/android-malware-detection/tree/master/app/static/models)\n* [Genetic Algorithm](https://github.com/anoopmsivadas/android-malware-detection/tree/master/app/genetic_algorithm.py) | [source](https://github.com/dawidkopczyk/genetic)\n* Extracted [Permissions](https://github.com/anoopmsivadas/android-malware-detection/blob/master/app/static/permissions.txt)\n\n## Dataset Used\n* [CICInvesAndMal2019](https://www.unb.ca/cic/datasets/invesandmal2019.html)\n\n## TODO\n\n- [ ] Make a dataset with more malign samples\n- [ ] Use more features (Only permissions are extracted now)\n- [x] Learn and Use Genetic Algorithm\n- [ ] Train better Models\n\n#### Useful Repositories\n\n* https://github.com/ashishb/android-malware\n* https://github.com/ethicalhackeragnidhra/Android-Malwares\n* https://github.com/sk3ptre/AndroidMalware_2020\n* https://github.com/sk3ptre/AndroidMalware_2019\n* https://github.com/sk3ptre/AndroidMalware_2018\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanoopmsivadas%2Fandroid-malware-detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanoopmsivadas%2Fandroid-malware-detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanoopmsivadas%2Fandroid-malware-detection/lists"}