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Machine Learning Quick Reference

You're reading from   Machine Learning Quick Reference Quick and essential machine learning hacks for training smart data models

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788830577
Length 294 pages
Edition 1st Edition
Languages
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Author (1):
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 Kumar Kumar
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Kumar
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Table of Contents (13) Chapters Close

Preface 1. Quantifying Learning Algorithms FREE CHAPTER 2. Evaluating Kernel Learning 3. Performance in Ensemble Learning 4. Training Neural Networks 5. Time Series Analysis 6. Natural Language Processing 7. Temporal and Sequential Pattern Discovery 8. Probabilistic Graphical Models 9. Selected Topics in Deep Learning 10. Causal Inference 11. Advanced Methods 12. Other Books You May Enjoy

Introduction to time series analysis

There are several occasions when we might try to observe and capture an event at different points in time. Often, we would end up drawing a correlation or association between adjacent observations that cannot be handled by an approach that deals with data that is independent and identically distributed. The approach that takes all of this into consideration in a mathematical and statistical manner is called time series analysis.

Time series analysis has been used in a number of fields, such as the automotive, banking, and retail industries, product development, and so on. There is no boundary for its use, and so analysts and data scientists are exploring this area to the hilt in order to derive the maximum benefit for organizations.

In this section, we will go through a few of the concepts around time series analysis that will lay the foundation...

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