© Sayan Mukhopadhyay 2018
Sayan MukhopadhyayAdvanced Data Analytics Using Pythonhttps://doi.org/10.1007/978-1-4842-3450-1_3

3. Supervised Learning Using Python

Sayan Mukhopadhyay1 
(1)
Kolkata, West Bengal, India
 
In this chapter, I will introduce the three most essential components of machine learning.
  • Dimensionality reduction tells how to choose the most important features from a set of features.

  • Classification tells how to categorize data to a set of target categories with the help of a given training/example data set.

  • Regression tells how to realize a variable as a linear or nonlinear polynomial of a set of independent variables.

Dimensionality Reduction with Python

Dimensionality reduction is an important aspect of data analysis. It is required for ...

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