Advanced Certificate in Time Series Analysis Essentials
-- ViewingNowThe Advanced Certificate in Time Series Analysis Essentials is a comprehensive course that empowers learners with the essential skills needed to analyze and forecast time series data. This certification program covers crucial topics such as ARIMA, GARCH, Exponential Smoothing, and Vector Autoregression, providing a deep understanding of time series analysis techniques.
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⢠Unit 1: Introduction to Time Series Analysis Essentials
⢠Unit 2: Data Preprocessing for Time Series Analysis
⢠Unit 3: Time Series Components: Trend, Seasonality, and Residuals
⢠Unit 4: Autocorrelation and Partial Autocorrelation Functions
⢠Unit 5: ARIMA Modeling: Autoregressive, Integrated, and Moving Average Components
⢠Unit 6: Seasonal ARIMA (SARIMA) Models
⢠Unit 7: Model Selection and Diagnostic Checking
⢠Unit 8: Forecasting Techniques and Evaluation Metrics
⢠Unit 9: Advanced Time Series Topics: Exponential Smoothing State Space Model (ETS), Structural Time Series Models, and GARCH Models
⢠Unit 10: Real-World Applications and Case Studies in Time Series Analysis
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