Professional Certificate in Forecasting with Data Science
-- ViewingNowThe Professional Certificate in Forecasting with Data Science is a crucial course that bridges the gap between data science and business forecasting. With the increasing industry demand for professionals who can effectively use data to make informed business decisions, this certificate course is more important than ever.
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โข Introduction to Forecasting: Defining forecasting, its importance, and applications
โข Data Analysis for Forecasting: Data preprocessing, exploratory data analysis, and data wrangling
โข Time Series Analysis: Time series components, decomposition, and autocorrelation functions
โข Exponential Smoothing Models: Simple, Holt's, and Holt-Winters methods
โข ARIMA Models: Autoregressive, moving average, and ARIMA model concepts
โข Seasonal ARIMA and SARIMAX Models: Seasonal differencing, SARIMA model development, and SARIMAX extensions
โข Vector Autoregression (VAR) Models: Multivariate time series analysis and forecasting
โข Introduction to Machine Learning for Forecasting: Supervised learning, regression trees, and random forests
โข Prophet and LSTM Models: Advanced forecasting techniques with Prophet and Long Short-Term Memory networks
โข Model Evaluation and Selection: Cross-validation, information criteria, and model selection strategies
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