{"id":18995020,"url":"https://github.com/sabbir45ali/brestcancerdetection","last_synced_at":"2026-04-08T22:32:28.607Z","repository":{"id":255823330,"uuid":"851756968","full_name":"Sabbir45ali/BrestCancerDetection","owner":"Sabbir45ali","description":"This is project for early detection of BREST CANCER.","archived":false,"fork":false,"pushed_at":"2024-10-22T07:15:49.000Z","size":949,"stargazers_count":1,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-06-16T13:46:41.180Z","etag":null,"topics":["css","flask","html","jupyter-notebook","machine-learning","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Sabbir45ali.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-09-03T16:51:05.000Z","updated_at":"2025-01-06T17:11:29.000Z","dependencies_parsed_at":"2024-09-07T09:50:32.529Z","dependency_job_id":"df6370a9-ecf3-4db8-93aa-4b2c1c8f47d8","html_url":"https://github.com/Sabbir45ali/BrestCancerDetection","commit_stats":null,"previous_names":["sabbir45ali/brestcancerdetection"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Sabbir45ali/BrestCancerDetection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Sabbir45ali%2FBrestCancerDetection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Sabbir45ali%2FBrestCancerDetection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Sabbir45ali%2FBrestCancerDetection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Sabbir45ali%2FBrestCancerDetection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Sabbir45ali","download_url":"https://codeload.github.com/Sabbir45ali/BrestCancerDetection/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Sabbir45ali%2FBrestCancerDetection/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31577444,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-08T14:31:17.711Z","status":"ssl_error","status_checked_at":"2026-04-08T14:31:17.202Z","response_time":54,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["css","flask","html","jupyter-notebook","machine-learning","python"],"created_at":"2024-11-08T17:28:00.269Z","updated_at":"2026-04-08T22:32:28.590Z","avatar_url":"https://github.com/Sabbir45ali.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Breast Cancer Detection Using Machine Learning and Flask\n\n## Overview\n\nThis project is a web-based application for early-stage breast cancer detection using machine learning. The application utilizes a machine learning model to analyze patient data and provide early diagnostic results, aiming to improve survival rates and facilitate timely intervention.\n\n## Mmammography Test - \n\n![image](https://github.com/user-attachments/assets/53e0ec8c-fc2b-4927-b012-80eba104c697)\n\n## Model accuracy - \n\n![WhatsApp Image 2024-08-31 at 19 21 30_4d06ed4b](https://github.com/user-attachments/assets/77df7017-da38-4fad-a721-22f0d8219eea)\n\n##ROC Curve\n\n![WhatsApp Image 2024-09-07 at 21 45 39_9fe5314b](https://github.com/user-attachments/assets/29383adc-1028-4011-9c9e-c4de1375f19f)\n\n\n## Features\n\n- **Early Detection**: Utilizes machine learning algorithms to detect breast cancer at an early stage.\n- **Web-Based Interface**: Provides an easy-to-use web application built with Flask.\n- **User-Friendly**: Allows users to input medical data and receive diagnostic results via a web interface.\n- **Accurate Predictions**: Based on a trained model that analyzes key features such as clump thickness, cell size, and others.\n\n## Installation\n```bash\n    virtualenv env\n    ./env/Script/activate.ps1\n    python app.py\n```\n**Clone the Repository**\n\n   ```bash\n   git clone https://github.com/Sabbir45ali/BrestCancerDetection.git\n   cd BrestCancerDetection\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsabbir45ali%2Fbrestcancerdetection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsabbir45ali%2Fbrestcancerdetection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsabbir45ali%2Fbrestcancerdetection/lists"}