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Machine Learning for Streaming Data with Python Cover

Machine Learning for Streaming Data with Python

Rapidly build practical online machine learning solutions using River and other top key frameworks

Paid access
|Jul 2022

Table of Contents

  1. An Introduction to Streaming Data
  2. Architectures for Streaming and Real-Time Machine Learning
  3. Data Analysis on Streaming Data
  4. Online Learning with River
  5. Online Anomaly Detection
  6. Online Classification
  7. Online Regression
  8. Reinforcement Learning
  9. Drift and Drift Detection
  10. Feature Transformation and Scaling
  11. Catastrophic Forgetting
  12. Conclusion and Best Practices
PDF ISBN: 978-1-80324-263-7
Publisher: Packt Publishing Limited
Copyright owner: © 2022 Packt Publishing Limited
Publication date: 2022
Language: English
Pages: 258

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