AI Time-Series Models: Comparative Analysis and Optimization

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The presentation, "AI Time-Series Forecasting Models: Comparative Analysis and Optimization," provides an exhaustive study on various AI time-series models, including SARIMA, LSTM, BiLSTM, GRU, and Transformer models. It involves a thorough examination of dataset characteristics, zero value, and feature distribution analyses. Emphasizing stationarity through ADF tests, the presentation evaluates models via comparison of actual vs. predicted results and residual plots. Error metrics such as...