Loan Approval Prediction System

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  project banner

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  workflow

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  heatmap

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  confusion matrix(knn)

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  confusion matrix(knn after feature engineering)

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  confusion matrix(logistic regression)

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  confusion matrix(logistic regression after feature engineering)

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  confusion matrix(naive bayes)

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  confusion matrix(naive bayes after feature engineering)

Inspiration- Loan

What it does-The Loan Approval System is an end-to-end Machine Learning project that predicts whether a loan application should be Approved or Rejected based on applicant information.

How I built it-

Language - Python Data Analysis - Pandas, NumPy Visualization -Matplotlib, Seaborn Machine Learning - Scikit-Learn Workflow Design -Draw.io

Challenges we ran into - integrating all of them together

Accomplishments that we're proud of - accuracy of the model

What we learned - a lot about how things not just work on backend but tons of things going on for readme file to make it look impressive

What's next for Loan Approval Prediction System -

Deployment using Streamlit Deploy on Render or Hugging Face Spaces

Built With

• machinelearning/ai
• python