{"id":13829438,"url":"https://github.com/MrKhan0747/Breast-Cancer-Detection","last_synced_at":"2025-07-09T09:33:10.205Z","repository":{"id":216972243,"uuid":"176454630","full_name":"MrKhan0747/Breast-Cancer-Detection","owner":"MrKhan0747","description":null,"archived":false,"fork":false,"pushed_at":"2019-04-22T12:23:26.000Z","size":1632,"stargazers_count":2,"open_issues_count":0,"forks_count":3,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-08-04T10:01:25.406Z","etag":null,"topics":["breast-cancer","breast-cancer-prediction","breast-cancer-tumor","breast-cancer-wisconsin","breastcancer-classification","classification","classification-model","kaggle","kaggle-dataset","knn-classification","logistic-regression","machine-learning","random-forest","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/MrKhan0747.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":"2019-03-19T07:48:44.000Z","updated_at":"2023-05-20T09:00:49.000Z","dependencies_parsed_at":null,"dependency_job_id":"57be740b-c268-4c99-8d48-9ed7bf0134e5","html_url":"https://github.com/MrKhan0747/Breast-Cancer-Detection","commit_stats":null,"previous_names":["mrkhan0747/breast-cancer-detection"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MrKhan0747%2FBreast-Cancer-Detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MrKhan0747%2FBreast-Cancer-Detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MrKhan0747%2FBreast-Cancer-Detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MrKhan0747%2FBreast-Cancer-Detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MrKhan0747","download_url":"https://codeload.github.com/MrKhan0747/Breast-Cancer-Detection/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225533015,"owners_count":17484179,"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":["breast-cancer","breast-cancer-prediction","breast-cancer-tumor","breast-cancer-wisconsin","breastcancer-classification","classification","classification-model","kaggle","kaggle-dataset","knn-classification","logistic-regression","machine-learning","random-forest","svm-classifier"],"created_at":"2024-08-04T10:00:36.684Z","updated_at":"2024-11-20T10:30:42.018Z","avatar_url":"https://github.com/MrKhan0747.png","language":"Jupyter Notebook","funding_links":[],"categories":["Code"],"sub_categories":["Repositories"],"readme":"# Breast Cancer Detection\r\n\r\n## Objective\r\n\r\nDownlaod dataset from https://www.kaggle.com/uciml/breast-cancer-wisconsin-data\r\n\r\n### Techniques Used\r\n\r\n- Data Cleaning\r\n- Data Visualization\r\n- Machine Learning Modeling\r\n\r\n### Algortihms Used\r\n\r\n1. Logistic Regression\r\n2. Support Vector Machine\r\n3. KNN\r\n4. Naivye Bayes\r\n5. Random Forest Classifier \r\n\r\n### Model Evaluation Methods Used\r\n\r\n1. Accuracy Score\r\n2. ROC AUC Curve\r\n3. Cross Validation\r\n4. Confusion Matrix\r\n\r\n## Guide Lines \r\n\r\n### Packages and Tools Required:\r\n```\r\nPandas \r\nMatplotlib\r\nSeaborn\r\nScikit Learn\r\nJupyter Notebook\r\n```\r\n### Package Installation\r\n```\r\npip install numpy\r\npip install pandas\r\npip install seaborn\r\npip install scikit-learn\r\npip install matplotlib\r\n```\r\nJupyter Notebook Installation Guide  https://jupyter.org/install\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMrKhan0747%2FBreast-Cancer-Detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FMrKhan0747%2FBreast-Cancer-Detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMrKhan0747%2FBreast-Cancer-Detection/lists"}