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Book Overview & Buying
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Table Of Contents
Time Series Analysis with Spark
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Having covered the data preparation and exploratory data analysis stages of time series analysis, we will now direct our focus to constructing predictive models for time series data. We will cover the diverse types of models and how to decide which one to choose. We will also learn how to train, tune, and evaluate models.
The concepts covered in this chapter will act as a practical guide to model development, providing essential building blocks for effective time series models and facilitating accurate predictions and insightful analyses. We will factor in common execution constraints faced in real-life projects and conclude with a comparison of the outcome of the different models to solve a forecasting problem.
We are going to cover the following main topics: