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https://github.com/animesh-chourey/loan-classifier

decision-tree knn logistic-regression svm

Last synced: 2 days ago
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Host: GitHub
URL: https://github.com/animesh-chourey/loan-classifier
Owner: Animesh-Chourey
Created: 2022-07-17T15:56:15.000Z (over 2 years ago)
Default Branch: master
Last Pushed: 2022-08-26T11:41:28.000Z (about 2 years ago)
Last Synced: 2024-08-05T12:56:55.933Z (3 months ago)
Topics: decision-tree, knn, logistic-regression, svm
Language: Jupyter Notebook
Homepage:
Size: 29.3 KB
Stars: 0
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md

Awesome Lists containing this project

README

        Trained various machine learning classification algorithms and found the best one for this specific dataset by accuracy evaluation 

methods to predict whether the loan cases will be paid off or not.

| **Algorithm**           | **F1-score** | **Jaccard** | **LogLoss** |

|-------------------------|--------------|-------------|-------------|

| **KNN**                 | 0.632        | 0.653       | -           |

| **Decision Tree**       | 0.626        | 0.679       | -           |

| **SVM**                 | 0.621        | 0.722       | -           |

| **Logistic Regression** | 0.63         | 0.74        | 0.532       |