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Building Machine Learning and Deep Learning Models on Google Cloud Platform: A Comprehensive Guide for Beginners by Ekaba Bisong

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© Ekaba Bisong 2019
E. . BisongBuilding Machine Learning and Deep Learning Models on Google Cloud Platformhttps://doi.org/10.1007/978-1-4842-4470-8_24

24. More Supervised Machine Learning Techniques with Scikit-learn

Ekaba Bisong1 
(1)
OTTAWA, ON, Canada
 
This chapter will cover using Scikit-learn to implement machine learning models using techniques such as
  • Feature engineering

  • Resampling methods

  • Model evaluation methods

  • Pipelines for streamlining machine learning workflows

  • Techniques for model tuning

Feature Engineering

Feature engineering is the process of systematically choosing the set of features in the dataset that are useful and relevant to the learning problem. It is often the case that irrelevant features negatively affect the performance of the ...

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