README.md

metadata

license: mit

📈 Stock Sentiment Analysis & Price Prediction

A REST API for predicting stock prices using LSTM models trained on historical stock data and optional sentiment scores. Built with Flask and deployed using Docker on Hugging Face Spaces.

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🚀 Features

• Predict next price for top 5 stocks (AAPL, AMZN, GOOG, MSFT, TSLA)
• Optionally include sentiment score for enhanced prediction
• Models:
  • Without Sentiment: lstm_<TICKER>_model.h5
  • With Sentiment: lstm_<TICKER>_model_with_sentiment.h5

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🧠 Usage

Endpoint: /predict

POST JSON with stock inputs:

{
  "ticker": "AAPL",
  "input": [165.2, 166.5, 167.0, 167.4, 168.0],
  "sentiment": 0.6
}