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Practical Time Series Analysis: Prediction with Statistics and Machine Learning

Author :

Aileen Nielsen

Publisher:

Shroff/O'Reilly

Rs1925

Availability: Available

Shipping-Time: Usually Ships 5-9 Days

    

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Publisher

Shroff/O'Reilly

Publication Year 2019
ISBN-13

9789352139255

ISBN-10 9789352139255
Binding

Paperback

Number of Pages 500 Pages
Language (English)
Dimensions (Cms) 20X14X4
Weight (grms) 750
Subject

Programming & Software Development

Time series data analysis is increasingly important due to the massive production of such data through the internet of things, the digitalization of healthcare, and the rise of smart cities. As continuous monitoring and data collection become more common, the need for competent time series analysis with both statistical and machine learning techniques will increase. Covering innovations in time series data analysis and use cases from the real world, this practical guide will help you solve the most common data engineering and analysis challenges in time series, using both traditional statistical and modern machine learning techniques. Author Aileen Nielsen offers an accessible, well-rounded introduction to time series in both R and Python that will have data scientists, software engineers, and researchers up and running quickly. You’ll get the guidance you need to confidently: Find and wrangle time series data Undertake exploratory time series data analysis Store temporal data Simulate time series data Generate and select features for a time series Measure error Forecast and classify time series with machine or deep learning Evaluate accuracy and performance

Aileen Nielsen

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