{"id":15704445,"url":"https://github.com/ksdkamesh99/ml-in-dava","last_synced_at":"2025-05-12T15:27:08.185Z","repository":{"id":55510487,"uuid":"266475794","full_name":"ksdkamesh99/ML-in-Dava","owner":"ksdkamesh99","description":"The repository contains various python jupyter notebooks of predicting different medical diseases from various open source datasets.The following medical diseases predicted are cancer,,diabeties,kidney diseases,heart disease,liver diseases,spine disease using variou machine learning classification algorithms like KNN,Logistic Regression,Support Vector Machine,Decision Tree,Random Forest","archived":false,"fork":false,"pushed_at":"2020-12-25T03:19:02.000Z","size":10970,"stargazers_count":15,"open_issues_count":2,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-20T13:37:18.453Z","etag":null,"topics":["decision-tree","heatmap","knn","logistic-regression","machine-learning","medicine","random-forest","sklearn","support-vector-machine"],"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/ksdkamesh99.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}},"created_at":"2020-05-24T05:25:32.000Z","updated_at":"2024-11-19T04:19:21.000Z","dependencies_parsed_at":"2022-08-15T02:10:10.021Z","dependency_job_id":null,"html_url":"https://github.com/ksdkamesh99/ML-in-Dava","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/ksdkamesh99%2FML-in-Dava","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ksdkamesh99%2FML-in-Dava/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ksdkamesh99%2FML-in-Dava/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ksdkamesh99%2FML-in-Dava/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ksdkamesh99","download_url":"https://codeload.github.com/ksdkamesh99/ML-in-Dava/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253764934,"owners_count":21960658,"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":["decision-tree","heatmap","knn","logistic-regression","machine-learning","medicine","random-forest","sklearn","support-vector-machine"],"created_at":"2024-10-03T20:11:53.160Z","updated_at":"2025-05-12T15:27:08.162Z","avatar_url":"https://github.com/ksdkamesh99.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine Learning (ML) in Dava(Medicine)\n\u003cp align=\"center\"\u003e\n \u003ca href=\"https://github.com/ksdkamesh99/ML-in-Dava\"\u003e\n \u003cimg src=\"Images/pic.jpg\" alt=\"Logo\"\u003e\n \u003c/a\u003e\n \n \n## πŸ“Œ Introduction:-\n\nThe repository contains various python jupyter notebooks of predicting different medical diseases from various open source datasets.The following medical diseases predicted are cancer,,diabeties,kidney diseases,heart disease,liver diseases,spine using variou machine learning classification algorithms like KNN,Logistic Regression,Support Vector Machine,Decision Tree,Random Forest\n\n## βœ”βœ” Accuracy βœ”βœ”:-\n| Disease Name | Logistic Regression | K Nearest Neighbors | Support Vector Machine | Decision Tree | Random Forest | \n|-----------------------|---------------------|---------------------|-------------------------|---------------|-----------------|\n| Cancer | 99.12% | 96.49% | 94.73% | 92.10% | 97.36% |\n| Diabeties | 76.62% | 72.07% | 78.57% | 75.97% | 74.02% |\n| Kidney | 97.50% | 72.50% | 96.25% | 98.75% | 100.0% |\n| Heart | 85.24% | 73.77% | 86.88% | 85.24% | 86.88% |\n| Liver | 78.16% | 66.09% | 74.71% | 74.71% | 74.71% |\n| Spine | 83.87% | 87.09% | 85.48% | 83.87% | 83.87% |\n\n\n\n## 🏁 Datasets Used:-\n1. [Cancer Dataset](https://www.kaggle.com/uciml/breast-cancer-wisconsin-data) \n\nHeat Map of The dataset is\n![](Images/heatmap-cancer.png)\n\n2. [Pima Indians Diabeties Dataset](https://www.kaggle.com/uciml/pima-indians-diabetes-database) \n\nHeat Map of The dataset is\n![](Images/heatmap-diabeties.png)\n\n3. [Heart Disease UCI](https://www.kaggle.com/ronitf/heart-disease-uci) \n\nHeat Map of The dataset is\n![](Images/heatmap-heart.png)\n\n4. [Chronic Kidney Disease Dataset](https://www.kaggle.com/abhia1999/chronic-kidney-disease) \n\nHeat Map of The dataset is\n![](Images/heatmap-kidney.png)\n\n5. [Indian Liver Patient Records](https://www.kaggle.com/uciml/indian-liver-patient-records) \n\nHeat Map of The dataset is\n![](Images/heatmap-liver.png)\n\n\n5. [Lower back Spine Pain](https://www.kaggle.com/sammy123/lower-back-pain-symptoms-dataset/download) \n\nHeat Map of The dataset is\n![](Images/heatmap-spine.png)\n\n## πŸ“§Contact:-\nFor any kind of suggesstions/ help in models code Please mail me at ksdkamesh99@gmail.com.\n\n## πŸ“œ LICENSE\n[MIT](https://github.com/ksdkamesh99/ML-in-Dava/blob/master/LICENSE)\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fksdkamesh99%2Fml-in-dava","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fksdkamesh99%2Fml-in-dava","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fksdkamesh99%2Fml-in-dava/lists"}