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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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Distributed Multiple Description Coding: Principles, Algorithms and Systems
Distributed Multiple Description Coding: Principles, Algorithms and Systems

This book examines distributed video coding (DVC) and multiple description coding (MDC), two novel techniques designed to address the problems of conventional image and video compression coding. Covering all fundamental concepts and core technologies, the chapters can also be read as independent and self-sufficient, describing each...

PHP Programming with PEAR
PHP Programming with PEAR
PEAR is the PHP Extension and Application Repository, and is a framework and distribution system for reusable, high-quality PHP components, available in the form of "packages". The home of PEAR is pear.php.net, from where you can download and browse this extensive range of powerful packages. For most things that you would want to use in...
Field-Based Coordination for Pervasive Multiagent Systems
Field-Based Coordination for Pervasive Multiagent Systems
More and more, software systems involve autonomous and distributed software components that have to execute and interact in open and dynamic environments, such as in pervasive, autonomous, and mobile applications. The requirements with respect to dynamics, openness, scalability, and decentralization call for new approaches to software design and...

Beginning VB 2005 Databases: From Novice to Professional (Beginning: From Novice to Professional)
Beginning VB 2005 Databases: From Novice to Professional (Beginning: From Novice to Professional)
Beginning Visual Basic 2005 Databases teaches you everything you need to know about relational databases, SQL, and ADO.NET 2.0, giving you a sound start in developing console and Windows database applications. The book also includes chapters on the new SQL Server XML data type and the forthcoming LINQ enhancements to the next version of...
Postfix: The Definitive Guide
Postfix: The Definitive Guide
Postfix: The Definitive Guide eases readers from the basic configuration to the full power of Postfix. It discusses the interfaces to various tools that round out a fully scalable and highly secure email system. These tools include POP, IMAP, LDAP, MySQL, Simple Authentication and Security Layer (SASL), and...
Programming ASP.NET MVC 4: Developing Real-World Web Applications with ASP.NET MVC
Programming ASP.NET MVC 4: Developing Real-World Web Applications with ASP.NET MVC
The web application landscape is vast and varied. Microsoft’s ASP.NET Framework— built on top of the mature and robust .NET Framework—is one of the most trusted platforms in the industry. ASP.NET MVC is Microsoft’s latest addition to the world of ASP.NET providing web developers with an...
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