Fundamentals of Data Science Part III: Machine Learning
Fundamentals of Data Science Part III: Machine Learning
Maruskin, Jared M.
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Condition: New, UPC: 9781941043134, Publication Date: Fri, April 1, 2022, Type: Paperback ,
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In Part III of this series, we cover the fundamentals of machine learning, focusing on:

  • validation methodology (reprint)
  • nearest neighbor, k-means, support vector machines, principal component analysis
  • tree-based methods: decision trees, bagging, random forest, boosting, XGBoost
  • artificial neural networks and deep learning
  • reinforcement learning

The focus is on algorithmic development and programming. We code each technique from scratch in Python, using an object-oriented approach.



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