Postgraduate Certificate in Time Series Analysis in Machine Learning
-- ViewingNowThe Postgraduate Certificate in Time Series Analysis in Machine Learning is a comprehensive course that focuses on advanced techniques for forecasting and modeling time-series data using machine learning algorithms. This certification equips learners with essential skills to tackle complex industry problems, such as predicting stock prices, weather patterns, and customer behavior trends.
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โข Unit 1: Introduction to Time Series Analysis in Machine Learning
โข Unit 2: Data Preprocessing for Time Series Data
โข Unit 3: Time Series Components: Trend, Seasonality, and Residuals
โข Unit 4: Autoregressive (AR) Models and Moving Average (MA) Models
โข Unit 5: Autoregressive Integrated Moving Average (ARIMA) Model
โข Unit 6: Seasonal ARIMA (SARIMA) Model
โข Unit 7: Vector Autoregression (VAR) and Vector Error Correction Model (VECM)
โข Unit 8: State Space Models and the Kalman Filter
โข Unit 9: Machine Learning Techniques for Time Series Analysis
โข Unit 10: Model Selection, Validation, and Forecasting in Time Series Analysis
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