Machine Learning for Time-Series with Python: Forecast, predict, and detect anomalies with state-of-the-art machine learning methods

Auffarth, Ben

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ISBN 10: 1801819629 ISBN 13: 9781801819626
Published by Packt Publishing, 2021
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Synopsis:

Become proficient in deriving insights from time-series data and analyzing a model’s performance

Key Features

  • Explore popular and modern machine learning methods including the latest online and deep learning algorithms
  • Learn to increase the accuracy of your predictions by matching the right model with the right problem
  • Master time-series via real-world case studies on operations management, digital marketing, finance, and healthcare

Book Description

Machine learning has emerged as a powerful tool to understand hidden complexities in time-series datasets, which frequently need to be analyzed...

About the Author: Ben Auffarth is a full-stack data scientist who has >15 years of work experience. With a background and Ph.D. in computational and cognitive neuroscience from one of Europe's top engineering universities, he has designed and conducted wet lab experiments on cell cultures, analyzed experiments with terabytes of data, run brain models on IBM supercomputers with up to 64k cores, built production systems processing hundreds of thousands of transactions per day, and trained neural networks on millions of text documents. In his work, he often notices a lack of appreciation for the importance of time-related factors, a deficit he wanted to address in this book. He co-founded and is the former president of Data Science Speakers, London.

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Bibliographic Details

Title: Machine Learning for Time-Series with Python...
Publisher: Packt Publishing
Publication Date: 2021
Binding: Paperback
Condition: New

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