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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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What's Stopping Me from Getting Ahead?: What Your Manager Won’t Tell You About What It Really Takes to Be Successful
What's Stopping Me from Getting Ahead?: What Your Manager Won’t Tell You About What It Really Takes to Be Successful

An expert management coach with over thirty years of experience helping professionals get to the next stages of their careers, identifies—and helps readers break—the 12 unconscious habits and behaviors that are holding them back from the corner office.

About the Book
For more than 30 years, Robert W.
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Flash 8: The Missing Manual
Flash 8: The Missing Manual

Macromedia's Flash 8 is the world's premier program for adding animation to websites. And with the latest version, this popular program becomes more versatile, letting beginning webmasters and expert developers alike create sophisticated web content. But Flash isn't intuitive. And it doesn't come with a manual....

Programming in CoffeeScript (Developer's Library)
Programming in CoffeeScript (Developer's Library)

 

I started my professional development career in 1999, when I first was paid a salary to be a developer. (I don’t count the few years before that when I was just having fun playing around on the Web.) In 1999 the Web was a scary place. HTML files were loaded down with font and table tags.
...

Beginning SQL Server 2000 Programming
Beginning SQL Server 2000 Programming

Microsoft SQL Server 2000 provides enterprise-class database solutions, offering interactive development tools and complete management of your relational database applications.

In this book, you'll build a sample database with SQL Server and in the process learn how to design with solutions in mind. If you are migrating from a...

SCJD Exam with J2SE 5, Second Edition (Expert's Voice in Java)
SCJD Exam with J2SE 5, Second Edition (Expert's Voice in Java)
The Sun Certified Developer for the Java 2 Platform assignment offers a unique opportunity
for Java developers to put their Java skills to practical use without requiring any specific development
or runtime environment. The assignment also provides a great learning environment
as many different APIs can be used, and many alternative
...
Foundations of Analog and Digital Electronic Circuits (The Morgan Kaufmann Series in Computer Architecture and Design)
Foundations of Analog and Digital Electronic Circuits (The Morgan Kaufmann Series in Computer Architecture and Design)

The book issued by two professors at MIT is intended to initiate a new approach in presenting and developing analog and digital electronics. Traditionally, analog and digital elements and circuits are given in separate courses. Here, the authors want to show that in presenting both topics (analog and digital), a deeper insight of the real...

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