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Data Science from Scratch: First Principles with Python
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Data Science from Scratch: First Principles with Python Paperback - 2019

by Joel Grus

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From the publisher

To really learn data science, you should not only master the tools--data science libraries, frameworks, modules, and toolkits--but also understand the ideas and principles underlying them. Updated for Python 3.6, this second edition of Data Science from Scratch shows you how these tools and algorithms work by implementing them from scratch.

If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with the hacking skills you need to get started as a data scientist. Packed with new material on deep learning, statistics, and natural language processing, this updated book shows you how to find the gems in today's messy glut of data.

  • Get a crash course in Python
  • Learn the basics of linear algebra, statistics, and probability--and how and when they're used in data science
  • Collect, explore, clean, munge, and manipulate data
  • Dive into the fundamentals of machine learning
  • Implement models such as k-nearest neighbors, Nave Bayes, linear and logistic regression, decision trees, neural networks, and clustering
  • Explore recommender systems, natural language processing, network analysis, MapReduce, and databases

Details

  • Title Data Science from Scratch: First Principles with Python
  • Author Joel Grus
  • Binding Paperback
  • Pages 403
  • Volumes 1
  • Language ENG
  • Publisher O'Reilly Media
  • Publication date 2019-06-11
  • Illustrated Yes
  • Features Bibliography, Illustrated, Index
  • ISBN 9781492041139 / 1492041130
  • Weight 1.4 lbs (0.64 kg)
  • Dimensions 9.1 x 6.9 x 0.9 in (23.11 x 17.53 x 2.29 cm)
  • Category Computers - General Information
  • Library of Congress subjects Database management, Data mining
  • Library of Congress Catalogue Number 2019304439
  • Dewey Decimal Code 005.756

About the author

Joel Grus is a research engineer at the Allen Institute for Artificial Intelligence. Previously he worked as a software engineer at Google and a data scientist at several startups. He lives in Seattle, where he regularly attends data science happy hours. He blogs infrequently at joelgrus.com and tweets all day long at @joelgrus.

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