{"id":18330118,"url":"https://github.com/dmarks84/coursework_project_ml-classification","last_synced_at":"2026-04-11T17:05:26.783Z","repository":{"id":217720853,"uuid":"744622389","full_name":"dmarks84/Coursework_Project_ML-Classification","owner":"dmarks84","description":"Project for IBM Data Science course on Machine Learning -- Trained ML models for classification, evaluating based on a variety of metrics","archived":false,"fork":false,"pushed_at":"2024-01-17T23:24:20.000Z","size":23,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-15T10:32:11.945Z","etag":null,"topics":["classification","communication","data-modeling","dataframes","numpy","pandas","python","scikit-learn","supervised-ml"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dmarks84.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}},"created_at":"2024-01-17T17:14:51.000Z","updated_at":"2024-03-05T21:18:47.000Z","dependencies_parsed_at":"2024-01-18T02:40:40.320Z","dependency_job_id":"32dc7a82-0bc7-4b89-8c7f-eaddf1c08c05","html_url":"https://github.com/dmarks84/Coursework_Project_ML-Classification","commit_stats":null,"previous_names":["dmarks84/project_ml-classification","dmarks84/coursework_project_ml-classification"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarks84%2FCoursework_Project_ML-Classification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarks84%2FCoursework_Project_ML-Classification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarks84%2FCoursework_Project_ML-Classification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarks84%2FCoursework_Project_ML-Classification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dmarks84","download_url":"https://codeload.github.com/dmarks84/Coursework_Project_ML-Classification/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248079092,"owners_count":21044238,"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":["classification","communication","data-modeling","dataframes","numpy","pandas","python","scikit-learn","supervised-ml"],"created_at":"2024-11-05T19:20:33.340Z","updated_at":"2026-04-11T17:05:26.744Z","avatar_url":"https://github.com/dmarks84.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Project(Project_ML-Classification)\n### Part of the Coursera series: IBM Data Science\n    \n## Summary\nI used classification algorithms to create a model based on a set of training data and evaluated our testing data to determine the best model to use for prediction.  I used several algorithms (Linear Regression, KNN, Decision Trees, Logistic Regression, and SVM).  I evaluated these models using Accuracy Score, Jaccard Index, F1-Score, LogLoss, Mean Absolute Error, Mean Squared Error, R2-Score).  \n\n## Skills (Developed \u0026 Applied)\nProgramming, Python, Numpy, Pandas, Scikit-learn, Dataframes, Data Modeling, Classification, Supervised ML, Communication\n    ","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmarks84%2Fcoursework_project_ml-classification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdmarks84%2Fcoursework_project_ml-classification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmarks84%2Fcoursework_project_ml-classification/lists"}