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Scikit-Learn Cookbook

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Scikit-Learn Cookbook by Trent Hauck
2014 | ISBN: 1783989483 | English | 214 pages | PDF | 3 MB

Scikit-Learn Cookbook
Over 50 recipes to incorporate scikit-learn into every step of the data science pipeline, from feature extraction to model building and model evaluation

About This Book

Learn how to handle a variety of tasks with Scikit-Learn with interesting recipes that show you how the library really works
Use Scikit-Learn to simplify the programming side data so you can focus on thinking
Discover how to apply algorithms in a variety of situations
Who This Book Is For

If you're a data scientist already familiar with Python but not Scikit-Learn, or are familiar with other programming languages like R and want to take the plunge with the gold standard of Python machine learning libraries, then this is the book for you.

In Detail

Python is quickly becoming the go-to language for analysts and data scientists due to its simplicity and flexibility, and within the Python data space, scikit-learn is the unequivocal choice for machine learning. Its consistent API and plethora of features help solve any machine learning problem it comes across.

The book starts by walking through different methods to prepare your data—be it a dataset with missing values or text columns that require the categories to be turned into indicator variables. After the data is ready, you'll learn different techniques aligned with different objectives—be it a dataset with known outcomes such as sales by state, or more complicated problems such as clustering similar customers. Finally, you'll learn how to polish your algorithm to ensure that it's both accurate and resilient to new datasets.
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Scikit-Learn Cookbook

FREEDownload : Scikit-Learn Cookbook

Scikit-Learn Cookbook by Trent Hauck
2014 | ISBN: 1783989483 | English | 214 pages | PDF | 3 MB

Scikit-Learn Cookbook
Over 50 recipes to incorporate scikit-learn into every step of the data science pipeline, from feature extraction to model building and model evaluation

About This Book

Learn how to handle a variety of tasks with Scikit-Learn with interesting recipes that show you how the library really works
Use Scikit-Learn to simplify the programming side data so you can focus on thinking
Discover how to apply algorithms in a variety of situations
Who This Book Is For

If you're a data scientist already familiar with Python but not Scikit-Learn, or are familiar with other programming languages like R and want to take the plunge with the gold standard of Python machine learning libraries, then this is the book for you.

In Detail

Python is quickly becoming the go-to language for analysts and data scientists due to its simplicity and flexibility, and within the Python data space, scikit-learn is the unequivocal choice for machine learning. Its consistent API and plethora of features help solve any machine learning problem it comes across.

The book starts by walking through different methods to prepare your data—be it a dataset with missing values or text columns that require the categories to be turned into indicator variables. After the data is ready, you'll learn different techniques aligned with different objectives—be it a dataset with known outcomes such as sales by state, or more complicated problems such as clustering similar customers. Finally, you'll learn how to polish your algorithm to ensure that it's both accurate and resilient to new datasets.
Download links
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Visual Studio 2013 Cookbook

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Visual Studio 2013 Cookbook By Jeff Martin
2014 | 333 Pages | ISBN: 1782171967 | EPUB, MOBI, PDF | 60 MB

Visual Studio 2013 Cookbook
Over 50 simple but incredibly effective recipes to get you up and running with the powerful features of Visual Studio 2013
Overview
Provides you with coverage of all the new Visual Studio 2013 features regardless of your programming language preference
Recipes describe how to apply Visual Studio to all areas of development: writing, debugging, and application lifecycle maintenance
Straightforward examples of building apps for Windows 8.1

In Detail
Visual Studio 2013 is the premier tool for developers targeting the Microsoft platform. Learning how to effectively use this technology can enhance your productivity while simplifying your most common tasks, allowing you more time to focus on your project.
Visual Studio 2013 Cookbook will introduce you to all the new areas of Visual Studio and how they can quickly be put to use to improve your everyday development tasks. With this book, you will learn not only what VS2013 offers, but what it takes to put it to work for your projects.
Updated and expanded for VS2013, this book begins by introducing you to the interface changes to Visual Studio and then moves on to demonstrate how VS2013 can be used for developing desktop, mobile, and web applications. This book provides a comprehensive overview of all areas of Visual Studio. This practical approach will benefit you greatly if you are a newcomer but also if you want a tour of what the latest edition of Visual Studio has to offer. The recipes in this book provide useful examples of VS2013 which can help you whether you are targeting the Web, mobile devices, or the traditional Windows desktop.
What you will learn from this book
Customize the editor's new abilities to fit your development style
Create apps for Windows 8.1
Use Visual Studio to debug parallel and concurrent programs
Integrate .NET Framework 4.5.1 effectively
Learn about both the Express and premium editions of Visual Studio
Maximize Visual Studio's C++ tools to make development easier
Put TypeScript to work in your web applications
Protect and manage your source code with Team Foundation Server
Learn about Visual Studio Online
Approach
This book is a practical guide to using Visual Studio 2013 that will help you become familiar with the improvements made over previous versions. Each recipe provides a hands-on approach to the new features with step-by-step instructions on how to increase your productivity.
Who this book is written for
If you are a developer excited about the new features introduced in Visual Studio 2013, then no matter what your programming language of choice is, Visual Studio 2013 Cookbook is for you. You should have a good knowledge of working with previous versions of Visual Studio to enjoy the recipes in this book. This book provides practical examples to help you use Visual Studio 2013 more effectively.

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