💹 Financial Intelligence AI

📊 A Machine Learning-Based System for Financial Forecasting & Analysis

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📌 Overview

Financial Intelligence AI is an advanced machine learning system designed to solve real-world financial problems by integrating multiple domains into a single intelligent platform.

The system focuses on:

• 📈 Stock Price Forecasting
• 💰 Mutual Fund NAV Prediction
• 🏦 Home Loan vs Investment Analysis

It combines Machine Learning, Deep Learning, and Ensemble Techniques to deliver accurate financial insights.

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👨‍💻 Author

Zahid Shaikh
M.Sc. Data Science & Artificial Intelligence

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🏢 Internship Experience

• Worked as a Data Analyst Intern at Shaikh & Associates (CA Firm)
• Developed backend ML models for financial analytics
• Frontend initially built using React (team-based)
• Built an independent Streamlit UI to showcase complete system

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🧠 System Architecture

Data Collection → Data Preprocessing → Feature Engineering → Model Training → Prediction → UI Display

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⚙️ Technologies Used

• Python
• Scikit-learn
• XGBoost
• LSTM (Deep Learning)
• Pandas, NumPy
• Streamlit
• APIs (Zerodha Kite, AMFI Data)

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📊 Core Modules

1️⃣ Stock Price Forecasting

• Data Source: Zerodha Kite API
• Minute-level historical data
• Feature Engineering: 8 Lag Features
• Models Used:
  • XGBoost
  • LSTM
  • Linear Models (Stacking Regressor)

📈 Performance:

• MAE: 0.366
• RMSE: 0.548
• R² Score: 0.9998

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2️⃣ Mutual Fund NAV Prediction

• Data Source: AMFI
• Daily NAV Prediction
• Models Used:
  • SGD Regressor
  • Random Forest
  • LSTM
  • Stacking Regressor

📊 Performance:

• MAE: 0.3674
• RMSE: 0.4587
• R² Score: 0.4325

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3️⃣ Home Loan vs Investment Strategy

💡 A real-world financial decision-making tool

Features:

• EMI Calculation
• SIP vs Loan Comparison
• Break-even Analysis
• Investment Growth Visualization

📌 Helps users decide whether to:

• Pay loan early OR
• Invest in mutual funds

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📂 Model Training Samples

📈 Stock Models

ABC Capital	ICICI Bank

Infosys	TCS

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💰 Mutual Fund Models

Mutual Fund Predictions

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🖥️ UI Demonstration

🏠 Home Page

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📈 Stock Module UI

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💰 Mutual Fund UI

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🏦 Home Loan Module UI

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🔮 Future Scope

• Integration with real-time APIs
• More stocks & mutual fund schemes
• Advanced deep learning models
• Cloud deployment
• Personalized financial dashboards

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✅ Conclusion

• Successfully built an AI-based financial analytics system
• Achieved high accuracy in stock prediction
• Delivered insights for mutual fund trends
• Implemented a real-world loan vs investment strategy tool
• Demonstrates strong application of Machine Learning in Finance

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⭐ If you like this project

Give it a ⭐ on GitHub and connect with me!