Data Science from Scratch: First Principles with Python PDF Free Download

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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, Naïve Bayes, linear and logistic regression, decision trees, neural networks, and clustering
  • Explore recommender systems, natural language processing, network analysis, MapReduce, and databases.

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From the Publisher

What You Need to Know about Data Mining and Data-Analytic Thinking

First Principles with Python

Straight Talk from the Frontline

Visualize, Model, Transform, Tidy, and Import Data

Facing the Future with Time-Tested Tools

Tools and Techniques for Developers

Product information

Publisher‏:‎O’Reilly Media; 2nd edition (May 16, 2019)
Language‏:‎English
Paperback‏:‎406 pages
ISBN-10‏:‎1492041130
ISBN-13‏:‎978-1492041139
Item Weight‏:‎1.4 pounds
Dimensions‏:‎6.9 x 0.9 x 9.1 inches
1492041130

 

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