AAPL Stock Price Prediction

Data source: https://finance.yahoo.com/quote/AAPL/history?p=AAPL

Paper: EMA VERSUS SMA USAGE TO FORECAST STOCK MARKETS: THE CASE OF S&P 500 AND OMX BALTIC BENCHMARK

Goal:

Task 1: According to the research paper, analyze EMA and SMA which is best feature to forecast stock price by applying the following models.

• Linear Regression
• Ridge Regression
• Lasso Regression

Task 2: Based on the EMA and SMA analysis results, to predict the APPL stock price in the following three regression models.

• Linear Regression
• Prophet
• Long Short Term Memory (LSTM)