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# Time Series Forecasting with Machine Learning: The Complete Guide for Business Analytics (2024)

  • Time series forecasting uses historical data patterns to predict future values.
  • Machine learning models such as Prophet, LSTM Networks, and XGBoost are popular for time series analysis.
  • Practical implementation involves data preparation, model selection, and advanced techniques for accuracy.
  • Real-world applications include retail demand forecasting, financial market prediction, and manufacturing output prediction.

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