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Peixeiro Marco

Peixeiro Marco - Time Series Forecasting In Python - Paperback

Peixeiro Marco - Time Series Forecasting In Python - Paperback

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Description: Build predictive models from time - based patterns in your data. Master statistical models including new deep learning approaches for time series forecasting. In Time Series Forecasting in Python you will learn how to: Recognize a time series forecasting problem and build a performant predictive model Create univariate forecasting models that account for seasonal effects and external variables Build multivariate forecasting models to predict many time series at once Leverage large datasets by using deep learning for forecasting time series Automate the forecasting process Description Time Series Forecasting in Python teaches you to build powerful predictive models from time - based data. Every model you create is relevant useful and easy to implement with Python. You'll explore interesting real - world datasets like Google's daily stock price and economic data for the US a quickly progressing from the basics to developing large - scale models that use deep learning tools like Tensor Flow. Time Series Forecasting in Python teaches you to apply time series forecasting and get immediate meaningful predictions. You'll learn both traditional statistical and new deep learning models for time series forecasting all fully illustrated with Python source code. Time Series Forecasting in Python teaches you to build powerful predictive models from time - based data. Every model you create is relevant useful and easy to implement with Python. You'll explore interesting real - world datasets like Google's daily stock price and economic data for the US a quickly progressing from the basics to developing large - scale models that use deep learning tools like Tensor Flow. about the technology Time series forecasting reveals hidden trends and makes predictions about the future from your data. This powerful technique has proven incredibly valuable across multiple fields from tracking business metrics to healthcare and the sciences. Modern Python libraries and powerful deep learning tools have opened up new methods and utilities for making practical time series forecasts. about the book Time Series Forecasting in Python teaches you to apply time series forecasting and get immediate meaningful predictions. You'll learn both traditional statistical and new deep learning models for time series forecasting all fully illustrated with Python source code. Test your skills with hands - on projects for forecasting air travel volume of drug prescriptions and the earnings of Johnson & Johnson. By the time you're done you'll be ready to build accurate and insightful forecasting models with tools from the Python ecosystem.
Title: Time Series Forecasting In Python
Author(s): Peixeiro Marco
Publisher: Manning Publications
Barcode: 9781617299889
Pages: 456 Pages
Publication Date: 10/4/2022
Category: Machine Learning
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