Introduction Dataset: NYSE Kaggle. Time Series Analysis Seasonal decomposition Stationarity Approximation: Smoothing: Rolling Mean Exponential Smoothing Forecasting ARIMA Baseline Tuning ARIMA RNN Tuning LSTM Conclusion