{"id":19893213,"url":"https://github.com/animesh-chourey/loan-classifier","last_synced_at":"2026-05-06T19:40:56.694Z","repository":{"id":251738599,"uuid":"514888610","full_name":"Animesh-Chourey/Loan-Classifier","owner":"Animesh-Chourey","description":"Trained machine learning algorithms (Logistic Regression, KNN, SVM, Decision Tree) specifically, after performing visualization and pre-preocessing tasks on a loan dataset. Executed the evaluation metrics such as F1-score, Log loss and jaccard-similarity score to assess the algorithms performance.","archived":false,"fork":false,"pushed_at":"2022-08-26T11:41:28.000Z","size":30,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-11T19:45:29.756Z","etag":null,"topics":["decision-tree","f1-score","jaccard-similarity","knn","logistic-regression","logloss","matplotlib","numpy","pandas","preprocessing-data","svm"],"latest_commit_sha":null,"homepage":"","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/Animesh-Chourey.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":"2022-07-17T15:56:15.000Z","updated_at":"2024-09-16T15:20:47.000Z","dependencies_parsed_at":"2024-08-05T13:13:27.089Z","dependency_job_id":null,"html_url":"https://github.com/Animesh-Chourey/Loan-Classifier","commit_stats":null,"previous_names":["animesh-chourey/loan-classifier"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Animesh-Chourey%2FLoan-Classifier","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Animesh-Chourey%2FLoan-Classifier/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Animesh-Chourey%2FLoan-Classifier/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Animesh-Chourey%2FLoan-Classifier/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Animesh-Chourey","download_url":"https://codeload.github.com/Animesh-Chourey/Loan-Classifier/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241322002,"owners_count":19944056,"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","f1-score","jaccard-similarity","knn","logistic-regression","logloss","matplotlib","numpy","pandas","preprocessing-data","svm"],"created_at":"2024-11-12T18:28:03.281Z","updated_at":"2026-05-06T19:40:56.659Z","avatar_url":"https://github.com/Animesh-Chourey.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"Trained various machine learning classification algorithms and found the best one for this specific dataset by accuracy evaluation \nmethods to predict whether the loan cases will be paid off or not.\n\n\n| **Algorithm**           | **F1-score** | **Jaccard** | **LogLoss** |\n|-------------------------|--------------|-------------|-------------|\n| **KNN**                 | 0.632        | 0.653       | -           |\n| **Decision Tree**       | 0.626        | 0.679       | -           |\n| **SVM**                 | 0.621        | 0.722       | -           |\n| **Logistic Regression** | 0.63         | 0.74        | 0.532       |","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanimesh-chourey%2Floan-classifier","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanimesh-chourey%2Floan-classifier","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanimesh-chourey%2Floan-classifier/lists"}