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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โข Unit 1: Introduction to Time Series Analysis Essentials
โข Unit 2: Data Preprocessing for Time Series Analysis
โข Unit 3: Time Series Components: Trend, Seasonality, and Residuals
โข Unit 4: Autocorrelation and Partial Autocorrelation Functions
โข Unit 5: ARIMA Modeling: Autoregressive, Integrated, and Moving Average Components
โข Unit 6: Seasonal ARIMA (SARIMA) Models
โข Unit 7: Model Selection and Diagnostic Checking
โข Unit 8: Forecasting Techniques and Evaluation Metrics
โข Unit 9: Advanced Time Series Topics: Exponential Smoothing State Space Model (ETS), Structural Time Series Models, and GARCH Models
โข Unit 10: Real-World Applications and Case Studies in Time Series Analysis
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