Overview
Learn how to apply the principles of machine learning toĀ time series modeling with thisĀ indispensableĀ resourceĀ
Machine Learning for Time Series Forecasting with PythonĀ is an incisive and straightforward examination of one of the most crucial elements of decision-makingĀ in finance,Ā marketing,Ā education, and healthcare:Ā time series modeling.Ā Ā
DespiteĀ the centrality of time series forecasting, few business analysts are familiar with the power or utility of applying machine learning to time series modeling. Author Francesca Lazzeri, a distinguishedĀ machine learning scientistĀ andĀ economist,Ā corrects that deficiency by providing readers withĀ comprehensiveĀ and approachableĀ explanation andĀ treatment of the applicationĀ of machine learning to time series forecasting.Ā
Written for readers who have little to no experience in time seriesĀ forecastingĀ or machine learning, the book comprehensively coversĀ all the topics necessary to:Ā
- Understand time series forecasting concepts, such asĀ stationarity,Ā horizon,Ā Ā trend,Ā and seasonalityĀ Ā
- Prepare time series dataĀ forĀ modelingĀ
- EvaluateĀ time series forecasting modelsāĀ performance and accuracyĀ
- Understand when to use neural networks instead of traditional time series models in time series forecastingĀ
Machine Learning for Time Series Forecasting with PythonĀ is fullĀ real-world examples, resourcesĀ and concrete strategies to help readers explore and transform data and develop usable, practical time series forecasts.Ā
Perfect for entry-level data scientists, business analysts,Ā developers, and researchers, this book is an invaluable and indispensable guide to the fundamental and advanced concepts of machine learning applied to time series modeling.Ā
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This book title, Machine Learning for Time Series Forecasting with Python, ISBN: 9781119682363, by Francesca Lazzeri, published by Wiley (November 17, 2020) is available in paperback. Our minimum order quantity is 25 copies. All standard bulk book orders ship FREE in the continental USA and delivered in 4-10 business days.
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