Predictive Market Analysis using LSTM

Predictive Market Analysis using LSTM

A deep learning-based stock market prediction tool leveraging LSTM networks for time series forecasting and trend visualization.

About this project

Overview

PredictiveMA is a web-based application designed to forecast stock trends using LSTM (Long Short-Term Memory) neural networks. It demonstrates how historical stock data can be used for future price prediction through time series modeling.

Features

  • 📈 Stock Price Prediction using LSTM models
  • 📊 Interactive graphs via Chart.js
  • 🌐 Lightweight Flask backend for deployment
  • 🔍 View real-time and predicted data trends
  • 📂 Built with modular and extensible code

Tech Stack

  • Python, Flask
  • LSTM (Long Short-Term Memory Networks)
  • yFinance API
  • Chart.js
  • HTML/CSS
Deep LearningLSTMStock PredictionTime SeriesPythonFinanceFlaskChart.js
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