{"id":24634452,"url":"https://github.com/mhmudfzli/loan-approval-prediction","last_synced_at":"2026-04-08T18:32:11.549Z","repository":{"id":273090565,"uuid":"918678316","full_name":"MhmudFzli/Loan-Approval-Prediction","owner":"MhmudFzli","description":"This project demonstrates a comprehensive approach to solving a regression problem using various machine learning models. The notebook includes: Data Preprocessing, Exploratory Data Analysis (EDA), Model Training, Hyperparameter Tuning, Model Evaluation, Feature Importance","archived":false,"fork":false,"pushed_at":"2025-01-18T15:26:37.000Z","size":682,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-18T16:30:33.268Z","etag":null,"topics":["automl","catboost","numpy","pandas","python","scikit-learn","seaborn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MhmudFzli.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":"2025-01-18T15:17:03.000Z","updated_at":"2025-01-18T15:26:39.000Z","dependencies_parsed_at":"2025-01-18T16:30:42.251Z","dependency_job_id":"036448ca-a1d1-4a33-8199-c735d3640042","html_url":"https://github.com/MhmudFzli/Loan-Approval-Prediction","commit_stats":null,"previous_names":["mhmudfzli/loan-approval-prediction"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MhmudFzli%2FLoan-Approval-Prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MhmudFzli%2FLoan-Approval-Prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MhmudFzli%2FLoan-Approval-Prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MhmudFzli%2FLoan-Approval-Prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MhmudFzli","download_url":"https://codeload.github.com/MhmudFzli/Loan-Approval-Prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244574798,"owners_count":20474818,"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":["automl","catboost","numpy","pandas","python","scikit-learn","seaborn"],"created_at":"2025-01-25T09:12:48.086Z","updated_at":"2025-12-31T00:06:40.781Z","avatar_url":"https://github.com/MhmudFzli.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Loan Approval Prediction\n\nGoal: The goal for this competition is to predict whether an applicant is approved for a loan.\n\n#### Here are the Steps wee took for the project:\n\n1. Load and Concat Original with Competition Dataset\n2. EDA\n3. Preprocess\n4. Train\n\n#### Results:\n* !BEST MODEL: Train Catboost Model with LGBM (blend-lasso):\n![image](https://github.com/user-attachments/assets/61e8304a-0b19-4200-964c-7fe1cc2f15d1)\n* AutoGloun:\n![image](https://github.com/user-attachments/assets/57d63dbe-7d82-453c-bf7b-4bc8fac45b1c)\n\n### Leaderboard (top 11%!):\n![image](https://github.com/user-attachments/assets/8908ca25-9692-4fa1-9d99-b9f740a2f9fa)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmhmudfzli%2Floan-approval-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmhmudfzli%2Floan-approval-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmhmudfzli%2Floan-approval-prediction/lists"}