Financial_Friend

• 

  Home page

• 

  Prediction Page

• 

  Prediction Example

Inspiration

Many people take loans without understanding whether they can comfortably repay them. We wanted to build a tool that makes loan decisions simple and transparent.

What it does

Financial Friend analyzes a user's financial profile, predicts whether a loan is safe or risky, and explains the reasoning in simple language.

How we built it

We used Python, machine learning, and data preprocessing techniques to build a loan risk prediction model and a simple user interface.

Challenges we ran into

Finding relevant financial features, balancing accuracy and interpretability, and generating easy-to-understand explanations.

Accomplishments that we're proud of

Built an end-to-end AI-powered loan risk analyzer with explainable predictions and a user-friendly experience.

What we learned

We learned the importance of data preprocessing, feature engineering, and explainable AI in building trustworthy financial applications.

What's next for Predictor

Add personalized recommendations, real-time financial data integration, and a conversational AI assistant for financial guidance.

Built With

• data
• explainable-ai
• fintech
• flask
• genai
• machine-learning
• numpy
• openai
• pandas
• python
• scikit-learn
• streamlit