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Fundamentals of Data Science Part III: Machine Learning

by Jared M. Maruskin
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Current price ₹3,714.00
Original price ₹3,916.00
Original price ₹3,916.00
Original price ₹3,916.00
(-5%)
₹3,714.00
Current price ₹3,714.00

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Book cover type: Paperback
  • ISBN13: 9781941043134
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Cayenne Canyon Press
  • Publisher Imprint: Cayenne Canyon Press
  • Publication Date:
  • Pages: 316
  • Original Price: USD 39.95
  • Language: English
  • Edition: N/A
  • Item Weight: 445 grams
  • BISAC Subject(s): Data Science / Machine Learning

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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