title: Python Machine Learning By Example: The easiest way to get into machine learning
author:  Yuxi (Hayden) Liu 
description: <b>Yuxi (Hayden) Liu</b><span>is currently an Applied Research Scientist working in the largest privately-owned Canadian Artificial Intelligence R&amp;D company. He is focused on developing machine learning systems and models, implementing appropriate architectures for given learning tasks. He has worked for a few years as a data scientist and applied his machine learning expertise in computational advertising. He earned his degree from the University of Toronto, and published five first-authored IEEE transaction and conference papers during his research. His book titled Python Machine Learning By Example was ranked the #1 Best Seller in Amazon India in 2017. He is also a machine learning education enthusiast.</span>
zlib_text: Matthew Kirk
  Thoughtful Machine Learning with
  Python
  A Test-Driven Approach
  Boston
  Farnham
  Sebastopol
  Tokyo
  Beijing
  Boston
  Farnham
  Sebastopol
  Tokyo
  Beijing
  
  978-1-491-92406-8
  [FILL IN]
  Thoughtful Machine Learning with Python
  by Matthew Kirk
  Copyright © 2016 Matthew Kirk. All rights reserved.
  Printed in the United States of America.
  Published by O’Reilly Media, Inc. , 1005 Gravenstein Highway North, Sebastopol, CA 95472.
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  November 2016:
   First Edition
  Revisio