Project Video Showcase
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Python
Machine Learning, TabPFN
2026
ID: 1CP0645
Explainable AI-Based Loan Approval Prediction Using TabPFN-3 Machine Learning
Keywords:
Loan
Approval
Prediction,
Explainable
AI,
TabPFN-3,
SHAP,
FinTech,
Machine
Learning
Project Synopsis & Overview
This project develops an Explainable AI-based loan approval prediction system using TabPFN-3 for tabular data classification. Applicant and loan-related information is preprocessed and balanced using SMOTE before prediction. SHAP/ShapIQ explains individual decisions by identifying influential features such as credit history, income, loan amount, and property area. A Streamlit interface provides loan predictions, probabilities, and understandable feature-level explanations.
Complete Technical Specifications
| Project ID | 1CP0645 (DB ID: 645) |
| Project Title | Explainable AI-Based Loan Approval Prediction Using TabPFN-3 Machine Learning |
| Domain Division | Python |
| Sub-Domain / Tech | Machine Learning, TabPFN |
| IEEE Year | 2026 |
| Package Price | ₹6500 |
| Created Date | Sep 23, 2026 |
Project Price
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₹8000
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