Apple Stock Price Prediction

This repository contains a Python script that performs the following tasks:

1. Data Retrieval: Downloads historical stock market data for Apple Inc. (AAPL) from Yahoo Finance.
2. Data Processing: Prepares the data for analysis, including extracting relevant features and scaling.
3. Visualization: Creates a candlestick chart to visualize Apple's stock price trends.
4. Machine Learning: Trains a Long Short-Term Memory (LSTM) model to predict future stock prices based on historical data.

Requirements

Make sure you have the following Python packages installed:

• pandas
• yfinance
• plotly
• scikit-learn
• keras
• numpy

You can install them using pip:

pip install pandas yfinance plotly scikit-learn keras numpy