Stock Price Prediction Using Python
Stock Price Prediction
Stock Price Prediction is a comprehensive and production-grade SaaS solution designed for predicting short-term stock prices using advanced machine learning techniques. Developed by UPDATEGADH, this professional platform enables users to visualize stock trends, analyze technical indicators, and make data-driven predictions—all within a seamless, containerized web application.
📄 Project Summary
| Attribute | Details |
|---|---|
| Project Name | Stock Price Prediction |
| Language/s Used | Python |
| Database | Not Applicable / NA |
| Type | Web Application |
| Developer | UPDATEGADH |
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🚀 Available Features
✅ User Authentication & Secure Login
✅ Tiered Subscription Plans (with integrated Stripe Payments)
✅ Portfolio Management Dashboard
✅ Custom Stock Price Alerts
✅ AI-Powered Sentiment Analysis for Market News
✅ Interactive Historical Price Charts
✅ Technical Indicators:
- 📊 Bollinger Bands
- 📉 MACD (Moving Average Convergence Divergence)
- 📈 RSI (Relative Strength Index)
- 🔁 SMA & EMA
✅ Machine Learning Models:
- Linear Regression
- Random Forest
- Extra Trees
- K-Nearest Neighbors
- XGBoost
✅ RESTful API for full platform access
✅ User Dashboard for tracking predictions and preferences
✅ Modern Containerized Deployment (Docker + FastAPI)
💻 Technology Stack
- Backend: Python, FastAPI
- Frontend: Streamlit
- Machine Learning: Scikit-learn, XGBoost
- Visualization: Plotly
- Caching: Redis
- Authentication: JWT
- DevOps: Docker, Docker Compose
- Payment Gateway: Stripe
- Stock Data Provider: Yahoo Finance API
💼 Subscription Tiers
| Plan | Features |
|---|---|
| Free | 5 predictions/day, 7-day forecast, Linear Regression model only |
| Basic | 20 predictions/day, 14-day forecast, LR + Random Forest |
| Professional | 50 predictions/day, 30-day forecast, 4 models, Priority Support |
| Enterprise | 200 predictions/day, 60-day forecast, All models, Premium Support, Bulk API access |
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