PredictHub

📈 PredictHub

PredictHub is a sophisticated stock price prediction platform that combines machine learning with real-time market data analysis. The application leverages LSTM (Long Short-Term Memory) neural networks to forecast stock prices based on historical data. 🤖

✨ Key Features

• 🔮 Stock Price Predictions: Utilizes deep learning LSTM models to generate price forecasts
• 📊 Real-Time Market Data: Integrates with Yahoo Finance API to fetch current stock information
• 📈 Interactive Charts: Visualizes stock data through interactive candlestick charts
• 🔐 User Authentication: Secure login system with GitHub OAuth integration
• 📱 Responsive Design: Modern UI built with React and Tailwind CSS

🛠️ Tech Stack

Frontend:

• ⚛️ React.js with TypeScript
• 🎨 Tailwind CSS for styling
• 🎯 Shadcn UI components
• 📊 Chart.js for data visualization

Backend:

• 🐍 Flask Python server
• 🗄️ MongoDB database
• 🧠 LSTM neural networks for predictions
• 📡 Yahoo Finance API integration

🏗️ Architecture

The application follows a client-server architecture:

• 🖥️ Frontend makes API calls to fetch predictions and stock data
• ⚙️ Backend processes requests, runs ML models, and manages authentication
• ⚡ Real-time data is fetched from Yahoo Finance
• 🤖 Predictions are generated using pre-trained LSTM models

Installation Guide

Server

1. Navigate to the server directory:

   cd server

2. Create a virtual environment:

   python -m venv venv

3. Activate the virtual environment:
   • On Windows:

     venv\Scripts\activate

   • On macOS/Linux:

     source venv/bin/activate

4. Install the required packages:

   pip install -r requirements.txt

5. Ensure you have MongoDB running and set the MONGODB_URL and to use GithubOAuth you need Github_ClientId and Github_ClientSecret from the Github account in your .env file:

   MONGODB_URI=YOUR_MONGODB_URI
   GITHUB_CLIENT_ID=YOUR_GITHUB_CLIENT_ID
   GITHUB_CLIENT_SECRET=YOUR_GITHUB_CLIENT_SECRET

Follow this documentation to get the Github_ClientId and Github_ClientSecret: Github OAuth 6. Start the server: sh flask run

Client

1. Navigate to the client directory:

   cd client

2. Install the dependencies:

   npm install

3. Start the development server:

   npm run dev

Project Structure

predicthub/
├── client/                 
│   ├── public/            
│   ├── src/               
│   │   ├── components/    
│   │   ├── pages/        
│   │   ├── styles/       
│   │   └── utils/        
│   ├── package.json
│   └── vite.config.ts
│
├── server/ 
|   ├── venv/              
│   ├── api/              
│   ├── models/           
│   ├── services/         
│   ├── utils/            
│   ├── requirements.txt
│   └── app.py           
│
├── LICENSE
└── README.md