Data Science from Scratch: First Principles with Python

Data Science from Scratch: First Principles with Python

Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they’re also a good way to dive into the discipline without actually understanding data science. In this book, you’ll learn how many of the most fundamental data science 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 hacking skills you need to get started as a data scientist. Today’s messy glut of data holds answers to questions no one’s even thought to ask. This book provides you with the know-how to dig those answers out.

  • Get a crash course in Python
  • Learn the basics of linear algebra, statistics, and probability—and understand 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, Naive 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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Data Science From Scratch


Data Science From Scratch Download Now Read Online

Author by : Joel Grus
Languange Used : en
Release Date : 2015-04-14
Publisher by : "O'Reilly Media, Inc."






Data Science From Scratch


Data Science From Scratch Download Now Read Online

Author by : Joel Grus
Languange Used : en
Release Date : 2015-04-14
Publisher by : "O'Reilly Media, Inc."






Data Science From Scratch


Data Science From Scratch Download Now Read Online

Author by : Joel Grus
Languange Used : en
Release Date : 2015-04-25
Publisher by : O'Reilly Media






Doing Data Science


Doing Data Science Download Now Read Online

Author by : Cathy O'Neil
Languange Used : en
Release Date : 2013-10-09
Publisher by : "O'Reilly Media, Inc."






Python For Data Analysis


Python For Data Analysis Download Now Read Online

Author by : Wes McKinney
Languange Used : en
Release Date : 2017-09-25
Publisher by : "O'Reilly Media, Inc."






Practical Statistics For Data Scientists


Practical Statistics For Data Scientists Download Now Read Online

Author by : Peter Bruce
Languange Used : en
Release Date : 2017-05-10
Publisher by : "O'Reilly Media, Inc."






Data Science From Scratch


Data Science From Scratch Download Now Read Online

Author by : Steven Cooper
Languange Used : en
Release Date : 2018-08-10
Publisher by : Steven Cooper via PublishDrive






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