https://github.com/mostafa-wael/loan-classifier

A machine leaning based loan classifier using many classification techniques then, uses them trying to find the best parameters for each one of them hence, compares between them according to various metrics
https://github.com/mostafa-wael/loan-classifier

classification decisiontreeclassifier f1-score jaccard-similarity knn-classification logisticregression logloss ml svm-classifier

Last synced: about 2 months ago
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A machine leaning based loan classifier using many classification techniques then, uses them trying to find the best parameters for each one of them hence, compares between them according to various metrics

• Host: GitHub
• URL: https://github.com/mostafa-wael/loan-classifier
• Owner: Mostafa-wael
• License: gpl-3.0
• Created: 2020-10-05T23:27:40.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2022-01-01T18:23:24.000Z (over 3 years ago)
• Last Synced: 2025-01-22T12:45:53.051Z (3 months ago)
• Topics: classification, decisiontreeclassifier, f1-score, jaccard-similarity, knn-classification, logisticregression, logloss, ml, svm-classifier
• Language: Jupyter Notebook
• Homepage:
• Size: 64.5 KB
• Stars: 0
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Loan-Classifier

A machine leaning based loaan classifier using many classification techniques such as: 

- K Nearest Neighbor(KNN)

- Decision Tree

- Support Vector Machine

- Logistic Regression

the notebook uses all the previous techniques trying to find the best parameters for each one of them then, compares between them according to various metrics such as:

- jaccard similarity score

- f1 score

- log loss

this project serves as the final project in the " machine learning with python" course by IBM

course's link: https://www.coursera.org/learn/machine-learning-with-python/home/welcome