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Machine Learning for Time Series Forecasting with Python

Francesca Lazzeri

$99.95

Paperback

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English
John Wiley & Sons Inc
30 November 2020
Learn how to apply the principles of machine learning to time series modeling with this indispensable resource 

Machine Learning for Time Series Forecasting with Python is an incisive and straightforward examination of one of the most crucial elements of decision-making in finance, marketing, education, and healthcare: time series modeling.  

Despite 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 distinguished machine learning scientist and economist, corrects that deficiency by providing readers with comprehensive and approachable explanation and treatment of the application of machine learning to time series forecasting. 

Written for readers who have little to no experience in time series forecasting or machine learning, the book comprehensively covers all the topics necessary to: 

Understand time series forecasting concepts, such as stationarity, horizon,  trend, and seasonality   Prepare time series data for modeling  Evaluate time series forecasting models’ performance and accuracy  Understand when to use neural networks instead of traditional time series models in time series forecasting 

Machine Learning for Time Series Forecasting with Python is full real-world examples, resources and concrete strategies to help readers explore and transform data and develop usable, practical time series forecasts. 

Perfect for entry-level data scientists, business analysts, 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. 

 

 
By:  
Imprint:   John Wiley & Sons Inc
Country of Publication:   United States
Dimensions:   Height: 231mm,  Width: 185mm,  Spine: 15mm
Weight:   381g
ISBN:   9781119682363
ISBN 10:   1119682363
Pages:   224
Publication Date:  
Audience:   Professional and scholarly ,  Undergraduate
Format:   Paperback
Publisher's Status:   Active

FRANCESCA LAZZERI is an accomplished economist who works with machine learning, artificial intelligence, and applied econometrics. She works at Microsoft as a data scientist and machine learning scientist to develop a portfolio of machine learning services. She is a sought-after speaker and has given popular talks at AI conferences and academic seminars at Berkeley, Harvard, and MIT.

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