{"id":20224694,"url":"https://github.com/chibuikeeugene/loan-amount-prediction","last_synced_at":"2025-04-10T16:43:15.469Z","repository":{"id":224416024,"uuid":"762042685","full_name":"chibuikeeugene/loan-amount-prediction","owner":"chibuikeeugene","description":"A machine learning program that estimates the amount of loan to be issued as seen in the dataset given. 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This program uses a **simple hist gradient boosting regressor algorithm** to estimate the likely loan user should be eligible for.  \n\n## Data set and its description  \n\n| Data              | Description                            |\n|-------------------|----------------------------------------|\n| Loan_ID           | Unique loan request identifier         |\n| Gender            | sex of the user                        |\n| Married           | Marital status                         |\n| Dependents        | Number of dependents                   |\n| Education         | if the candidate is graduate or not    |\n| Self_Employed     | if the user is working for himself     |\n| ApplicantIncome   | total income of the candidate          |\n| CoapplicantIncome | total income of the borrower's partner |\n| LoanAmount        | Amount requested                       |\n| Loan_Amount_Term  | in months                              |\n| Credit_History    | 1(okay or eligible), 0(Not eligible)   |\n| Property_Area     | nature of where the borrower live      |\n| Loan_Status       | if loan was granted or not             |\n\n## Dependencies and packages  \n\n1. python = \"^3.9\"\n2. numpy = \"^1.26.4\"\n3. pandas = \"^2.2.2\"\n4. pydantic = \"^2.7.3\"\n5. scikit-learn = \"^1.5.0\"\n6. strictyaml = \"^1.7.3\"\n7. feature-engine = \"^1.8.0\"\n8. joblib = \"^1.4.2\"\n9. mlflow = \"^2.13.2\"\n10. ipykernel = \"^6.29.4\"\n11. hyperopt = \"^0.2.7\"\n12. scipy = \"^1.13.1\"\n13. loguru = \"^0.7.2\"\n\n## Source code link  \n\nSource code link:\n[Github link](https://github.com/chibuikeeugene/loan-amount-prediction.git)\n\n## Snapshots\n\n![API Documentation 1](\u003cScreenshot 2024-06-22 at 4.15.49 am.png\u003e)\n![API Documentation 2](\u003cScreenshot 2024-06-22 at 4.16.43 am.png\u003e)\n![API Documentation 3](\u003cScreenshot 2024-06-22 at 4.16.54 am.png\u003e)\n![AWS Deploy Documentation 4](\u003cScreenshot 2024-07-31 at 12.38.49 pm.png\u003e)\n![AWS Deploy Documentation 5](\u003cScreenshot 2024-07-31 at 12.39.09 pm.png\u003e)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchibuikeeugene%2Floan-amount-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fchibuikeeugene%2Floan-amount-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fchibuikeeugene%2Floan-amount-prediction/lists"}