1 From machine learning to automated machine learning

 

This chapter covers

  • Defining and introducing the fundamental concepts of machine learning
  • Describing the motivation for and high-level concepts of automated machine learning
 
 

1.1 A glimpse of automated machine learning

 
 
 
 

1.2 Getting started with machine learning

 

1.2.1 What is machine learning?

 
 
 
 

1.2.2 The machine learning process

 
 
 

1.2.3 Hyperparameter tuning

 
 

1.2.4 The obstacles to applying machine learning

 
 

1.3 AutoML: The automation of automation

 
 
 

1.3.1 Three key components of AutoML

 
 

1.3.2 Are we able to achieve full automation?

 
 
 

Summary

 
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