Analyzing Time Series and Sequential Data Specialization

Using SAS Visual Forecasting and other SAS tools, you will learn to explore time series, create and select features, build and manage a large-scale forecasting system, and use a variety of models to identify, estimate and forecast signal components of interest.

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Modeling Time Series and Sequential Data (Coursera)

Apr 29th 2024
Modeling Time Series and Sequential Data (Coursera)
Course Auditing
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In this course you learn to build, refine, extrapolate, and, in some cases, interpret models designed for a single, sequential series. There are three modeling approaches presented. The traditional, Box-Jenkins approach for modeling time series is covered in the first part of the course. This presentation moves students from [...]

Building a Large-Scale, Automated Forecasting System (Coursera)

Apr 29th 2024
Building a Large-Scale, Automated Forecasting System (Coursera)
Course Auditing
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In this course you learn to develop and maintain a large-scale forecasting project using SAS Visual Forecasting tools. Emphasis is initially on selecting appropriate methods for data creation and variable transformations, model generation, and model selection. Then you learn how to improve overall baseline forecasting performance by modifying default [...]

Creating Features for Time Series Data (Coursera)

Apr 29th 2024
Creating Features for Time Series Data (Coursera)
Course Auditing
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Effort
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This course focuses on data exploration, feature creation, and feature selection for time sequences. The topics discussed include binning, smoothing, transformations, and data set operations for time series, spectral analysis, singular spectrum analysis, distance measures, and motif analysis.