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Forecasting Time Series Data with Prophet

You're reading from   Forecasting Time Series Data with Prophet Build, improve, and optimize time series forecasting models using Meta's advanced forecasting tool

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Product type Paperback
Published in Mar 2023
Publisher Packt
ISBN-13 9781837630417
Length 282 pages
Edition 2nd Edition
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Author (1):
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Greg Rafferty Greg Rafferty
Author Profile Icon Greg Rafferty
Greg Rafferty
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Table of Contents (20) Chapters Close

Preface 1. Part 1: Getting Started with Prophet
2. Chapter 1: The History and Development of Time Series Forecasting FREE CHAPTER 3. Chapter 2: Getting Started with Prophet 4. Chapter 3: How Prophet Works 5. Part 2: Seasonality, Tuning, and Advanced Features
6. Chapter 4: Handling Non-Daily Data 7. Chapter 5: Working with Seasonality 8. Chapter 6: Forecasting Holiday Effects 9. Chapter 7: Controlling Growth Modes 10. Chapter 8: Influencing Trend Changepoints 11. Chapter 9: Including Additional Regressors 12. Chapter 10: Accounting for Outliers and Special Events 13. Chapter 11: Managing Uncertainty Intervals 14. Part 3: Diagnostics and Evaluation
15. Chapter 12: Performing Cross-Validation 16. Chapter 13: Evaluating Performance Metrics 17. Chapter 14: Productionalizing Prophet 18. Index 19. Other Books You May Enjoy

Summary

Through this brief survey of time series, you learned why time series data can be problematic if not analyzed with specialized techniques. You followed the developments of mathematicians and statisticians as they created new techniques to achieve higher forecasting accuracy or greater ease of use. You also learned what motivated the Prophet team to add their own contributions to this legacy and what decisions they made in their approach, and you learned how the open source community has reacted and begun work on different approaches.

In the next chapter, you’ll learn how to get Prophet running on your machine and build your first model. By the end of this book, you’ll understand every feature, no matter how small, and have them all in your toolbox to supercharge your own forecasts.

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Forecasting Time Series Data with Prophet - Second Edition
Published in: Mar 2023
Publisher: Packt
ISBN-13: 9781837630417
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