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Stock Market Prediction

Advanced Stock Price Prediction System using LSTM Neural Networks

Overview

A sophisticated stock price prediction system that combines deep learning with interactive visualization. Built using LSTM neural networks for accurate time series prediction and featuring a comprehensive dashboard for real-time stock analysis.

Key Features

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LSTM Neural Network

Advanced deep learning model for accurate time series prediction of stock prices.

📊

Interactive Dashboard

Real-time stock analysis with interactive charts and multiple stock comparison capabilities.

🔄

Data Preprocessing

Robust data normalization and preprocessing pipeline for accurate predictions.

📈

Multiple Stock Analysis

Compare and analyze multiple stocks simultaneously with detailed metrics.

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Technical Indicators

Advanced technical analysis tools and indicators for comprehensive stock analysis.

Project Progress

Stock Price Prediction Model

LSTM neural network model trained on historical stock data to predict future price movements.

Stock Price Prediction Model

Interactive Dashboard

Real-time stock analysis dashboard with multiple visualization options.

Stock Analysis DashboardStock Price Comparison

Technical Details

Tech Stack

Python
Python
TensorFlow
TensorFlow
Plotly Dash
Plotly Dash
NumPy
NumPy
Pandas
Pandas

Implementation Details

  • LSTM neural network for time series prediction
  • Data preprocessing and normalization pipeline
  • Interactive visualization with Plotly Dash
  • Real-time stock data analysis
  • Multiple stock comparison capabilities