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Data Science Revealed: With Feature Engineering, Data Visualization, Pipeline Development, and Hyperparameter Tuning

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This book introduces you to the world of data science. It reveals the proper way to do data science. It covers essential statistical and programming techniques to help you understand data science from a broad perspective. Not only that, but it provides a theoretical, technical, and mathematical foundation for problem-solving using data science techniques.

This chapter covers the parametric method , also called the linear method . Understanding how to test a regressor under the violation of regression assumptions will enable you to tackle problems in subsequent chapters with ease. While reading, it is important to remember that the example data has one dependent variable. This chapter does not cover multicollinearity with a variance inflation factor (VIF).
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Practical R 4: Applying R to Data Manipulation, Processing and Integration
Practical R 4: Applying R to Data Manipulation, Processing and Integration

Get started with an accelerated introduction to the R ecosystem, programming language, and tools including R script and RStudio. Utilizing many examples and projects, this book teaches you how to get data into R and how to work with that data using R. Once grounded in the fundamentals, the rest of Practical R...

Practical System Programming with C: Pragmatic Example Applications in Linux and Unix-Based Operating Systems
Practical System Programming with C: Pragmatic Example Applications in Linux and Unix-Based Operating Systems

This book teaches system programming with the latest versions of C through a set of practical examples and problems. It covers the development of a handful of programs, implementing efficient coding examples.  

Practical System Programming with C contains three main parts: getting your hands dirty with...

Computer Vision with Maker Tech: Detecting People With a Raspberry Pi, a Thermal Camera, and Machine Learning
Computer Vision with Maker Tech: Detecting People With a Raspberry Pi, a Thermal Camera, and Machine Learning

Harness the untapped potential of combining a decentralized Internet of Things (IoT) with the ability to make predictions on real-world fuzzy data. This book covers the theory behind machine learning models and shows you how to program and assemble a voice-controlled security.

You’ll learn the differences between...


Authentication and Access Control: Practical Cryptography Methods and Tools
Authentication and Access Control: Practical Cryptography Methods and Tools
The advent of the Internet has allowed for many services and applications, most notably in communications between users, servers, and devices. Unfortunately, this has led to many security challenges and problems. Recent examples include password leakage on large social network sites and defacement of websites. It is, therefore,...
Getting Started with NSX-T: Logical Routing and Switching: The Basic Principles of Building Software-Defined Network Architectures with VMware NSX-T
Getting Started with NSX-T: Logical Routing and Switching: The Basic Principles of Building Software-Defined Network Architectures with VMware NSX-T
This first chapter is a primer on how virtualization is used to create a software-defined data center (an SDDC) . One of the central pillars of the software-defined data center is the use of software defined networking (SDN). To better understand NSX-T (VMware’s SDN solution), it is best to first understand the...
Set Up and Manage Your Virtual Private Server: Making System Administration Accessible to Professionals
Set Up and Manage Your Virtual Private Server: Making System Administration Accessible to Professionals

The need for every professional to have a solid presence on the Internet is more important than ever before. Having a presence beyond an email account, such as a custom web page or web application, usually requires a clumsy assortment of outside services or hiring a dedicated administrator. Thus it is more sensible for the...

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