This project demonstrates a Stock Price Prediction Bot for NVIDIA using Machine Learning and Generative AI. It integrates stock data analysis with a linear regression model to predict future prices and utilizes a pre-trained GPT model to generate detailed stock market summaries.
🚀 Features Stock Data Visualization: View historical stock data, technical indicators (SMA, RSI, Volatility), and closing prices. Stock Price Prediction: Linear regression model to predict the next day's closing price. Generative AI Insights: Leverages GPT-2 to generate detailed stock performance reports. User-Friendly Interface: Built with Streamlit, offering an interactive interface for easy stock analysis and predictions. 🛠️ Installation Clone the repository: https://github.com/aayushkumbharkar/NVIDIA_STOCK_BOT
Navigate to the project directory:
cd NVIDIA-stock-price-prediction-app Install the required dependencies:
pip install -r requirements.txt 💻 Running the Application Launch the app with Streamlit: streamlit run App.py Open your browser and enter the stock ticker (e.g., NVDA) to see stock data, predictions, and AI-generated summaries.
⚙️ How It Works Data Collection: Uses yfinance to fetch historical stock data. Prediction Model: Implements a linear regression model using scikit-learn to predict future stock prices. Generative AI: Utilizes Hugging Face's transformers library to generate stock summaries with GPT-2. Visualization: Plots stock data and predictions using matplotlib. 📈 Prediction Example The app predicts future NVIDIA stock prices and compares them to actual historical data: Actual Prices vs Predicted Prices 🧠 AI-Generated Report Example Here’s an example of an AI-generated stock performance report: The stock NVDA has recently shown the following trends:
- 20-day moving average: 460.45
- 50-day moving average: 450.12
- Relative Strength Index (RSI): 62.45 🛠️ Technologies Used Streamlit: For building the web app interface. YFinance: To fetch stock market data. Scikit-learn: For the linear regression prediction model. Transformers: GPT-2 for generating AI-based stock reports. Matplotlib: For data visualization. 🎥 Video Demo Check out the full video demo of the project on YouTube: NVIDIA Stock Prediction Bot Demo[https://youtu.be/d1XLEF34vmc] 📄 License This project is licensed under the MIT License. See the LICENSE file for more details.