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Time Series Forecasting in Python
Language
English
English
Book
Paperback
Build predictive models from time-based patterns in your data. Master statistical models including...
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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:
DESCRIPTION
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 USA, quickly progressing from the basics to developing large-scale models that use deep learning tools like TensorFlow.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 USA, quickly progressing from the basics to developing large-scale models that use deep learning tools like TensorFlow.
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.
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About the book
Full name
Time Series Forecasting in Python
Author
Marco Peixeiro
Language
English
English
Binding
Book - Paperback
Date of issue
2022
Number of pages
456
EAN
9781617299889
ISBN
161729988X
Libristo code
38609936
Publishers
Manning Publications
Weight
802
Dimensions
235 x 187 x 36
Categories
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