Professional Certificate in Coding for Time Series
-- ViewingNowThe Professional Certificate in Coding for Time Series is a comprehensive course designed to equip learners with essential skills in time series analysis and forecasting. This program is critical for professionals working in data analysis, finance, economics, and engineering, where understanding and predicting trends over time are vital.
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โข Unit 1: Introduction to Time Series - overview of time series, components, and properties.
โข Unit 2: Data Preprocessing - data cleaning, handling missing values, and data transformation.
โข Unit 3: Exploratory Data Analysis - time series visualization, summary statistics, and seasonality analysis.
โข Unit 4: Stationarity - understanding stationarity, tests, and methods for making time series stationary.
โข Unit 5: Autoregressive Models - AR models, parameter estimation, and model selection.
โข Unit 6: Moving Average Models - MA models, parameter estimation, and model selection.
โข Unit 7: ARIMA Models - ARIMA, seasonal ARIMA, and parameter estimation.
โข Unit 8: Model Validation - cross-validation, residual analysis, and model selection criteria.
โข Unit 9: Advanced Techniques - state-space models, exponential smoothing, and long-term forecasting.
โข Unit 10: Real-world Applications - applying time series techniques to financial, economic, and industrial data.
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