Thoughtful machine learning with Python: a test-driven approach [First edition] 9781491924136, 0881925861, 9781491924105, 1491924101

Probably approximately correct software -- A quick introduction to machine learning -- K-nearest neighbors -- Naive Baye

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English Pages (xii, 201 pages) : illustrations Year 2017

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Thoughtful machine learning with Python: a test-driven approach [First edition]
 9781491924136, 0881925861, 9781491924105, 1491924101

Table of contents :
Probably approximately correct software --
A quick introduction to machine learning --
K-nearest neighbors --
Naive Bayesian classification --
Decision trees and random forests --
Hidden Markov models --
Support vector machines --
Neural networks --
Clustering --
Improving models and data extraction --
Putting it together: conclusion.

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