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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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Passionate & Profitable: Why Customer Strategies Fail and 10 Steps to Do Them Right!
Passionate & Profitable: Why Customer Strategies Fail and 10 Steps to Do Them Right!
This book is about making the choice for the customer, making a choice
beyond the superficial slogans and choosing an operational, actionable strategy.
Our experience has shown that although companies focus their customer
programs on cross-selling and loyalty initiatives, the issue is much
more fundamental. They fail in their
...
Convergence in Broadcast and Communications Media
Convergence in Broadcast and Communications Media
Convergence in Broadcast and Communications Media offers concise and accurate information for engineers and technicians tackling products and systems combining audio, video, data processing and communications. Without adequate fundamental knowledge of the core technologies, products could be flawed or even fail. John Watkinson has provided a...
Citrix XenDesktop Implementation: A Practical Guide for IT Professionals
Citrix XenDesktop Implementation: A Practical Guide for IT Professionals
Desktop virtualization is a very broad topic, which can encompass various virtualization technologies. This book is aimed at specifically addressing how to implement a virtual desktop infrastructure (VDI) solution using Citrix XenDesktop.

This book is not meant as a definitive guide to any one of the technologies
...

Energy Investing DeMystified: A Self-Teaching Guide
Energy Investing DeMystified: A Self-Teaching Guide

FUEL your portfolio with SMART ENERGY INVESTING

ELECTRICITY. BIO-FUELS. NATURAL GAS. OIL. They power the world. And if you know what you're doing, they can power your investment portfolio.

Energy Investing DeMYSTiFieD provides the information, insight, and tools you need to immediately start investing in...

Six Sigma Software Development, Second Edition
Six Sigma Software Development, Second Edition
Even though Six Sigma programs have successfully been implemented in practice, many IT departments remain skeptical of the process or are unaware of how the tools can be used to improve system development. Removing the mystique surrounding this technique, Six Sigma Software Development, Second Edition demonstrates how Six Sigma tools and concepts...
Fundamentals of Thermodynamics and Applications: With Historical Annotations and Many Citations from Avogadro to Zermelo
Fundamentals of Thermodynamics and Applications: With Historical Annotations and Many Citations from Avogadro to Zermelo

The book provides a systematic introduction into the fundamental ideas of thermodynamics at a somewhat advanced level. And it exhibits many applications of the theory in the fields of engineering, physics, chemistry, physical chemistry, and materials science. The universal equations of balance are strictly separated from the constitutive...

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