Machine Learning for Hackers
If you're an experienced programmer interested in crunching data, this book will get you started with machine learning - a toolkit of algorithms that enables computers to train themselves to automate useful tasks. Authors Drew Conway and John Myles White help you understand machine learning and statistics tools through a series of hands-on case studies, instead of a traditional math-heavy presentation. Each chapter focuses on a specific problem in machine learning, such as classification, prediction, optimization, and recommendation. Using the R programming language, you'll learn how to analyze sample datasets and write simple machine learning algorithms. Machine Learning for Hackers is ideal for programmers from any background, including business, government, and academic research. ...
If you're an experienced programmer interested in crunching data, this book will get you started with machine learning - a toolkit of algorithms that enables computers to train themselves to automate useful tasks. Authors Drew Conway and John Myles White help you understand machine learning and statistics tools through a series of hands-on case studies, instead of a traditional math-heavy presentation. Each chapter focuses on a specific problem in machine learning, such as classification, prediction, optimization, and recommendation. Using the R programming language, you'll learn how to analyze sample datasets and write simple machine learning algorithms. Machine Learning for Hackers is ideal for programmers from any background, including business, government, and academic research. ...
Making Musical Apps
Want to turn your mobile device into a musical instrument? Or equip your game with interactive audio, rather than canned samples? You can do it with Pure Data (Pd), an open source visual programming environment that lets you manipulate digital audio in real time. This concise book shows you how to use Pd - with help from the libpd library - as an easily embeddable and widely portable sound engine. Whether you're an audio developer looking to create musical apps with sophisticated audio capabilities, or an application developer ready to enhance mobile games with real-time procedural audio, Making Musical Apps introduces you to Pd and libpd, and provides hands-on instructions for creating musical apps for Android and iOS. ...
Want to turn your mobile device into a musical instrument? Or equip your game with interactive audio, rather than canned samples? You can do it with Pure Data (Pd), an open source visual programming environment that lets you manipulate digital audio in real time. This concise book shows you how to use Pd - with help from the libpd library - as an easily embeddable and widely portable sound engine. Whether you're an audio developer looking to create musical apps with sophisticated audio capabilities, or an application developer ready to enhance mobile games with real-time procedural audio, Making Musical Apps introduces you to Pd and libpd, and provides hands-on instructions for creating musical apps for Android and iOS. ...
Machine Learning in Action
A machine is said to learn when its performance improves with experience. Learning requires algorithms and programs that capture data and ferret out the interesting or useful patterns. Once the specialized domain of analysts and mathematicians, machine learning is becoming a skill needed by many. Machine Learning in Action is a clearly written tutorial for developers. It avoids academic language and takes you straight to the techniques you'll use in your day-to-day work. Many (Python) examples present the core algorithms of statistical data processing, data analysis, and data visualization in code you can reuse. You'll understand the concepts and how they fit in with tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification. ...
A machine is said to learn when its performance improves with experience. Learning requires algorithms and programs that capture data and ferret out the interesting or useful patterns. Once the specialized domain of analysts and mathematicians, machine learning is becoming a skill needed by many. Machine Learning in Action is a clearly written tutorial for developers. It avoids academic language and takes you straight to the techniques you'll use in your day-to-day work. Many (Python) examples present the core algorithms of statistical data processing, data analysis, and data visualization in code you can reuse. You'll understand the concepts and how they fit in with tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification. ...
Natural Language Annotation for Machine Learning
Create your own natural language training corpus for machine learning. This example-driven book walks you through the annotation cycle, from selecting an annotation task and creating the annotation specification to designing the guidelines, creating a "gold standard" corpus, and then beginning the actual data creation with the annotation process. Systems exist for analyzing existing corpora, but making a new corpus can be extremely complex. To help you build a foundation for your own machine learning goals, this easy-to-use guide includes case studies that demonstrate four different annotation tasks in detail. You'll also learn how to use a lightweight software package for annotating texts and adjudicating the annotations. ...
Create your own natural language training corpus for machine learning. This example-driven book walks you through the annotation cycle, from selecting an annotation task and creating the annotation specification to designing the guidelines, creating a "gold standard" corpus, and then beginning the actual data creation with the annotation process. Systems exist for analyzing existing corpora, but making a new corpus can be extremely complex. To help you build a foundation for your own machine learning goals, this easy-to-use guide includes case studies that demonstrate four different annotation tasks in detail. You'll also learn how to use a lightweight software package for annotating texts and adjudicating the annotations. ...
Enabling Programmable Self with HealthVault
Personal health and fitness has joined the digital revolution. Using Microsoft HealthVault, people interested in monitoring their health have an unprecedented opportunity to research their own data. This concise book explains how HealthVault users can collect and analyze their data, and how application developers can help them with mobile or web-based applications. You'll learn how to use HealthVault's open API, flexibility, and connections with multiple health-care providers to develop health data applications, enable automatic updates from well-known fitness devices, and use programming libraries to create reports and investigate trends. ...
Personal health and fitness has joined the digital revolution. Using Microsoft HealthVault, people interested in monitoring their health have an unprecedented opportunity to research their own data. This concise book explains how HealthVault users can collect and analyze their data, and how application developers can help them with mobile or web-based applications. You'll learn how to use HealthVault's open API, flexibility, and connections with multiple health-care providers to develop health data applications, enable automatic updates from well-known fitness devices, and use programming libraries to create reports and investigate trends. ...
Programming F# 3.0, 2nd Edition
Why learn F#? This multiparadigm language not only offers you an enormous productivity boost through functional programming, it also lets you develop applications using your existing object-oriented and imperative programming skills. With Programming F#, you'll quickly discover the many advantages of Microsoft's new language, which includes access to all the great tools and libraries of the .NET platofrm. Learn how to reap the benefits of functional programming for your next project - whether it's quantitative computing, large-scale data exploration, or even a pursuit of your own. With this comprehensive guide, F# former team member Chris Smith gives you a head start of the fundamentals and advanced concepts of the F# language. ...
Why learn F#? This multiparadigm language not only offers you an enormous productivity boost through functional programming, it also lets you develop applications using your existing object-oriented and imperative programming skills. With Programming F#, you'll quickly discover the many advantages of Microsoft's new language, which includes access to all the great tools and libraries of the .NET platofrm. Learn how to reap the benefits of functional programming for your next project - whether it's quantitative computing, large-scale data exploration, or even a pursuit of your own. With this comprehensive guide, F# former team member Chris Smith gives you a head start of the fundamentals and advanced concepts of the F# language. ...
JavaScript Pocket Reference, 3rd Edition
JavaScript is the ubiquitous programming language of the Web, and for more than 15 years, JavaScript: The Definitive Guide has been the bible of JavaScript programmers around the world. This book is an all-new excerpt of The Definitive Guide, collecting the essential parts of that hefty volume into this slim yet dense pocket reference. The first 9 chapters document the latest version (ECMAScript 5) of the core JavaScript language, covering: 1) Types, values, and variables, 2) Operators, expressions, and statements, 3) Objects and arrays, 4) Functions and classes. The next 5 chapters document the fundamental APIs for using JavaScript with HTML5 and explain how to: 1) Interact with web browser windows, 2) Script HTML documents and document elements, 3) Modify and apply CSS styles and classes, 4) Respond to user input events, 5) Communicate with web servers, 6) Store data locally on the user's computer. This book is a perfect companion to jQuery Pocket Reference. ...
JavaScript is the ubiquitous programming language of the Web, and for more than 15 years, JavaScript: The Definitive Guide has been the bible of JavaScript programmers around the world. This book is an all-new excerpt of The Definitive Guide, collecting the essential parts of that hefty volume into this slim yet dense pocket reference. The first 9 chapters document the latest version (ECMAScript 5) of the core JavaScript language, covering: 1) Types, values, and variables, 2) Operators, expressions, and statements, 3) Objects and arrays, 4) Functions and classes. The next 5 chapters document the fundamental APIs for using JavaScript with HTML5 and explain how to: 1) Interact with web browser windows, 2) Script HTML documents and document elements, 3) Modify and apply CSS styles and classes, 4) Respond to user input events, 5) Communicate with web servers, 6) Store data locally on the user's computer. This book is a perfect companion to jQuery Pocket Reference. ...
Using the HTML5 Filesystem API
Several client-side storage options are available to web applications, but one area that's been lacking until now is file I/O - the ability to organize binary data into a true hierarchy of folders. That has changed with the advent of HTML5. With this book, you'll learn how to provide your applications with a file system that enables them to create, read, and write files and folders in a sandboxed section of the user's local filesystem. Author Eric Bidelman, a Senior Developer Programs Engineer on the Google Chrome team, provides several techniques and complete code examples for working with the HTML5 Filesystem API. ...
Several client-side storage options are available to web applications, but one area that's been lacking until now is file I/O - the ability to organize binary data into a true hierarchy of folders. That has changed with the advent of HTML5. With this book, you'll learn how to provide your applications with a file system that enables them to create, read, and write files and folders in a sandboxed section of the user's local filesystem. Author Eric Bidelman, a Senior Developer Programs Engineer on the Google Chrome team, provides several techniques and complete code examples for working with the HTML5 Filesystem API. ...
Flex Mobile in Action
Flex Mobile in Action teaches you to use the powerful open source Flex platform to create applications that can stretch across Apple iOS, Android, and BlackBerry devices. It focuses on practical application development techniques such as accessing native device capabilities, choosing the right architectural patterns, building data access models, and more. For developers new to Flex, the book provides a quick overview that will get you started in no time. As you explore Flex Mobile, you'll also learn techniques for creating compelling mobile applications. Along the way, you'll explore the tools created by Adobe and the open source community for performance monitoring, debugging, and device connections. This book assumes no prior exposure to Flex Mobile. Experience with Flex or ActionScript is useful but not required. ...
Flex Mobile in Action teaches you to use the powerful open source Flex platform to create applications that can stretch across Apple iOS, Android, and BlackBerry devices. It focuses on practical application development techniques such as accessing native device capabilities, choosing the right architectural patterns, building data access models, and more. For developers new to Flex, the book provides a quick overview that will get you started in no time. As you explore Flex Mobile, you'll also learn techniques for creating compelling mobile applications. Along the way, you'll explore the tools created by Adobe and the open source community for performance monitoring, debugging, and device connections. This book assumes no prior exposure to Flex Mobile. Experience with Flex or ActionScript is useful but not required. ...
Discovering SQL
Discover best practices for turning data into information you can use Structured Query Language, more popularly known as SQL, is a standard database language used to create, access and manipulate data, and store and maintain information in relational databases such as Access, SQL Server, Oracle, and MySQL. If that's all you know about SQL, then you're already ahead of the curve! Assuming no prior knowledge of SQL or relational databases, author Alex Kriegel takes you on a voyage of discovery as you learn SQL basics and learn to work with data stored in a relational database. Written in a beginner-friendly tone, this guide walks you through the creation of a sample database that incorporates all the SQL concepts taught throughout the book and also introduces data modeling, query tuning, and optimization. ...
Discover best practices for turning data into information you can use Structured Query Language, more popularly known as SQL, is a standard database language used to create, access and manipulate data, and store and maintain information in relational databases such as Access, SQL Server, Oracle, and MySQL. If that's all you know about SQL, then you're already ahead of the curve! Assuming no prior knowledge of SQL or relational databases, author Alex Kriegel takes you on a voyage of discovery as you learn SQL basics and learn to work with data stored in a relational database. Written in a beginner-friendly tone, this guide walks you through the creation of a sample database that incorporates all the SQL concepts taught throughout the book and also introduces data modeling, query tuning, and optimization. ...