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Data Science from Scratch: First Principles with Python

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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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Where There Is No Doctor: A Village Health Care Handbook
Where There Is No Doctor: A Village Health Care Handbook
Home health care manuals are a dime a dozen, but this one is in a league by itself... This amazing manual...successfully brings together modern concepts of public health and personal health care into a usable and understandable format for the Third World villager. If you are a physician, dentist or nurse planning to volunteer on a medical mercy...
Silicone Composite Insulators: Materials, Design, Applications (Power Systems)
Silicone Composite Insulators: Materials, Design, Applications (Power Systems)

Composite insulators have been in service in electric power networks successfully for more than 40 years, and now up to the highest operating voltages. The present book extensively covers such insulators with a special focus on today’s prevalent material, which is silicone rubber. It includes a detailed description of the electrical and...

Flash CS4 Professional Bible
Flash CS4 Professional Bible
"...detailed tutorials...comprehensive guide to Flash development using the Flash CS4 IDE." (BitWiseMag.com, March 9th 2009)

A completely revised and updated edition of the all-time bestselling Flash title
  • Written by two of the world’s leading Flash experts, this comprehensive reference provides you...

Wiley CPAexcel Exam Review 2015 Study Guide (January): Business Environment and Concepts (Wiley Cpa Exam Review)
Wiley CPAexcel Exam Review 2015 Study Guide (January): Business Environment and Concepts (Wiley Cpa Exam Review)

The world's most effective CPA exam prep system – Business and Environmental Concepts module

Wiley CPAexcel Exam Review is the world's most trusted study guide for the Certified Public Accountant's exam – complete, comprehensive, and updated to align with the latest exam content. With 2,800...

Linux Security: Craig Hunt Linux Library
Linux Security: Craig Hunt Linux Library
Authoritative Answers to All Your Linux Security Questions—Specifically for Linux Administrators

This is the most complete, most advanced guide to Linux security you’ll find anywhere. Written by a Linux security expert with over a decade of experience, Linux Security teaches you, step-by-step, all the...

Isomorphic Go: Learn how to build modern isomorphic web applications using the Go programming language, GopherJS, and the Isomorphic Go toolkit
Isomorphic Go: Learn how to build modern isomorphic web applications using the Go programming language, GopherJS, and the Isomorphic Go toolkit

Learning about isomorphic development in Go leads to a unified view of web and back-end development: It extends the remit of a server-side programming language to the browser.

Key Features

  • Learn how to build Isomorphic Go web applications
  • Neatly organize your isomorphic...
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