Machine Learning and Security
Can machine learning techniques solve our computer security problems and finally put an end to the cat-and-mouse game between attackers and defenders? Or is this hope merely hype? Now you can dive into the science and answer this question for yourself. With this practical guide, you'll explore ways to apply machine learning to security issues such as intrusion detection, malware classification, and network analysis. Machine learning and security specialists Clarence Chio and David Freeman provide a framework for discussing the marriage of these two fields, as well as a toolkit of machine-learning algorithms that you can apply to an array of security problems. This book is ideal for security engineers and data scientists alike. Learn how machine learning has contributed to the success of modern spam filters; Quickly detect anomalies, including breaches, fraud, and impending system failure; Conduct malware analysis by extracting useful information from computer binaries; Uncover at ...
Can machine learning techniques solve our computer security problems and finally put an end to the cat-and-mouse game between attackers and defenders? Or is this hope merely hype? Now you can dive into the science and answer this question for yourself. With this practical guide, you'll explore ways to apply machine learning to security issues such as intrusion detection, malware classification, and network analysis. Machine learning and security specialists Clarence Chio and David Freeman provide a framework for discussing the marriage of these two fields, as well as a toolkit of machine-learning algorithms that you can apply to an array of security problems. This book is ideal for security engineers and data scientists alike. Learn how machine learning has contributed to the success of modern spam filters; Quickly detect anomalies, including breaches, fraud, and impending system failure; Conduct malware analysis by extracting useful information from computer binaries; Uncover at ...
Concurrency in Go
Concurrency can be notoriously difficult to get right, but fortunately, the Go open source programming language makes working with concurrency tractable and even easy. If you're a developer familiar with Go, this practical book demonstrates best practices and patterns to help you incorporate concurrency into your systems. Author Katherine Cox-Buday takes you step-by-step through the process. You'll understand how Go chooses to model concurrency, what issues arise from this model, and how you can compose primitives within this model to solve problems. Learn the skills and tooling you need to confidently write and implement concurrent systems of any size. Understand how Go addresses fundamental problems that make concurrency difficult to do correctly; Learn the key differences between concurrency and parallelism; Dig into the syntax of Go's memory synchronization primitives; Form patterns with these primitives to write maintainable concurrent code; Compose patterns into a series of ...
Concurrency can be notoriously difficult to get right, but fortunately, the Go open source programming language makes working with concurrency tractable and even easy. If you're a developer familiar with Go, this practical book demonstrates best practices and patterns to help you incorporate concurrency into your systems. Author Katherine Cox-Buday takes you step-by-step through the process. You'll understand how Go chooses to model concurrency, what issues arise from this model, and how you can compose primitives within this model to solve problems. Learn the skills and tooling you need to confidently write and implement concurrent systems of any size. Understand how Go addresses fundamental problems that make concurrency difficult to do correctly; Learn the key differences between concurrency and parallelism; Dig into the syntax of Go's memory synchronization primitives; Form patterns with these primitives to write maintainable concurrent code; Compose patterns into a series of ...
C# 7.0 Pocket Reference
When you need answers for programming with C# 7.0, this tightly focused reference tells you exactly what you need to know - without long introductions or bloated examples. Easy-to-browse and ideal as a quick reference, this guide will help experienced C#, Java, and C++ programmers get up to speed with the latest version of the C# language. All programs and code snippets in this book are available as interactive samples in LINQPad. You can edit these samples and instantly see the results without needing to set up projects in Visual Studio. Written by the authors of C# 7.0 in a Nutshell, this pocket reference covers C# 7.0 without skimping on detail, including: All of C#'s fundamentals; Features new to C# 7.0, including tuples, pattern matching, and deconstructors; Advanced topics: operator overloading, type constraints, iterators, nullable types, operator lifting, lambda expressions, and closures; LINQ: sequences, lazy execution, standard query operators, and query expressions; Unsaf ...
When you need answers for programming with C# 7.0, this tightly focused reference tells you exactly what you need to know - without long introductions or bloated examples. Easy-to-browse and ideal as a quick reference, this guide will help experienced C#, Java, and C++ programmers get up to speed with the latest version of the C# language. All programs and code snippets in this book are available as interactive samples in LINQPad. You can edit these samples and instantly see the results without needing to set up projects in Visual Studio. Written by the authors of C# 7.0 in a Nutshell, this pocket reference covers C# 7.0 without skimping on detail, including: All of C#'s fundamentals; Features new to C# 7.0, including tuples, pattern matching, and deconstructors; Advanced topics: operator overloading, type constraints, iterators, nullable types, operator lifting, lambda expressions, and closures; LINQ: sequences, lazy execution, standard query operators, and query expressions; Unsaf ...
UX Strategy
User experience (UX) strategy requires a careful blend of business strategy and UX design, but until now, there hasn't been an easy-to-apply framework for executing it. This hands-on guide introduces lightweight strategy tools and techniques to help you and your team craft innovative multi-device products that people want to use. Whether you're an entrepreneur, UX/UI designer, product manager, or part of an intrapreneurial team, this book teaches simple-to-advanced strategies that you can use in your work right away. Along with business cases, historical context, and real-world examples throughout, you'll also gain different perspectives on the subject through interviews with top strategists. Define and validate your target users through provisional personas and customer discovery techniques; Conduct competitive research and analysis to explore a crowded marketplace or an opportunity to create unique value; Focus your team on the primary utility and business model of your product by ...
User experience (UX) strategy requires a careful blend of business strategy and UX design, but until now, there hasn't been an easy-to-apply framework for executing it. This hands-on guide introduces lightweight strategy tools and techniques to help you and your team craft innovative multi-device products that people want to use. Whether you're an entrepreneur, UX/UI designer, product manager, or part of an intrapreneurial team, this book teaches simple-to-advanced strategies that you can use in your work right away. Along with business cases, historical context, and real-world examples throughout, you'll also gain different perspectives on the subject through interviews with top strategists. Define and validate your target users through provisional personas and customer discovery techniques; Conduct competitive research and analysis to explore a crowded marketplace or an opportunity to create unique value; Focus your team on the primary utility and business model of your product by ...
Effective Modern C++
Coming to grips with C++11 and C++14 is more than a matter of familiarizing yourself with the features they introduce (e.g., auto type declarations, move semantics, lambda expressions, and concurrency support). The challenge is learning to use those features effectively - so that your software is correct, efficient, maintainable, and portable. That's where this practical book comes in. It describes how to write truly great software using C++11 and C++14 - i.e. using modern C++. Topics include: The pros and cons of braced initialization, noexcept specifications, perfect forwarding, and smart pointer make functions; The relationships among std::move, std::forward, rvalue references, and universal references; Techniques for writing clear, correct, effective lambda expressions; How std::atomic differs from volatile, how each should be used, and how they relate to C++'s concurrency API; How best practices in "old" C++ programming (i.e., C++98) require revision for software development in m ...
Coming to grips with C++11 and C++14 is more than a matter of familiarizing yourself with the features they introduce (e.g., auto type declarations, move semantics, lambda expressions, and concurrency support). The challenge is learning to use those features effectively - so that your software is correct, efficient, maintainable, and portable. That's where this practical book comes in. It describes how to write truly great software using C++11 and C++14 - i.e. using modern C++. Topics include: The pros and cons of braced initialization, noexcept specifications, perfect forwarding, and smart pointer make functions; The relationships among std::move, std::forward, rvalue references, and universal references; Techniques for writing clear, correct, effective lambda expressions; How std::atomic differs from volatile, how each should be used, and how they relate to C++'s concurrency API; How best practices in "old" C++ programming (i.e., C++98) require revision for software development in m ...
Hands-On Machine Learning with Scikit-Learn and TensorFlow
Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks - scikit-learn and TensorFlow - author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you've learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets; Use scikit-learn to track an example machine-learning project end-to-end; Explore several training models, including support vector machines, deci ...
Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks - scikit-learn and TensorFlow - author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you've learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets; Use scikit-learn to track an example machine-learning project end-to-end; Explore several training models, including support vector machines, deci ...
Learning Web Design, 5th Edition
With the release of HTML5 and browsers that constantly update, HTML is experiencing a renaissance. CSS3 and the recent upgrades to JavaScript have also helped change the way we build striking and useful sites today. If you're new to web design, the thoroughly updated 5th edition of this no-nonsense guide provides everything you need to know to create professional websites. Ideal for beginners seeking a design-centric introduction to HTML and related standards, this practical book helps you: Learn the site development process from start to finish; Create a simple (X)HTML page, including links and images; Explore text formatting, colors and backgrounds, page layout, and more in CSS; Get your pages on the web, with information on hosting, domain names, and FTP. ...
With the release of HTML5 and browsers that constantly update, HTML is experiencing a renaissance. CSS3 and the recent upgrades to JavaScript have also helped change the way we build striking and useful sites today. If you're new to web design, the thoroughly updated 5th edition of this no-nonsense guide provides everything you need to know to create professional websites. Ideal for beginners seeking a design-centric introduction to HTML and related standards, this practical book helps you: Learn the site development process from start to finish; Create a simple (X)HTML page, including links and images; Explore text formatting, colors and backgrounds, page layout, and more in CSS; Get your pages on the web, with information on hosting, domain names, and FTP. ...
Running Lean, 2nd Edition
We live in an age of unparalleled opportunity for innovation. We're building more products than ever before, but most of them fail - not because we can't complete what we set out to build, but because we waste time, money, and effort building the wrong product. What we need is a systematic process for quickly vetting product ideas and raising our odds of success. That's the promise of Running Lean. In this inspiring book, Ash Maurya takes you through an exacting strategy for achieving a "product/market fit" for your fledgling venture, based on his own experience in building a wide array of products from high-tech to no-tech. Throughout, he builds on the ideas and concepts of several innovative methodologies, including the Lean Startup, Customer Development, and bootstrapping. Running Lean is an ideal tool for business managers, CEOs, small business owners, developers and programmers, and anyone who's interested in starting a business project. Find a problem worth solving, t ...
We live in an age of unparalleled opportunity for innovation. We're building more products than ever before, but most of them fail - not because we can't complete what we set out to build, but because we waste time, money, and effort building the wrong product. What we need is a systematic process for quickly vetting product ideas and raising our odds of success. That's the promise of Running Lean. In this inspiring book, Ash Maurya takes you through an exacting strategy for achieving a "product/market fit" for your fledgling venture, based on his own experience in building a wide array of products from high-tech to no-tech. Throughout, he builds on the ideas and concepts of several innovative methodologies, including the Lean Startup, Customer Development, and bootstrapping. Running Lean is an ideal tool for business managers, CEOs, small business owners, developers and programmers, and anyone who's interested in starting a business project. Find a problem worth solving, t ...
C++ The Core Language
C++ is an object-oriented enhancement of the C programming language and is becoming the language of choice for serious software development. C++ has crossed the Single Book Complexity Barrier. The individual features are not all that complex, but when put together in a program they interact in highly non-intuitive ways. Many books discuss each of the features separately, giving readers the illusion that they understand the language. But when they try to program, they're in for a painful surprise. C++: The Core Language is for C programmers transitioning to C++. It's designed to get readers up to speed quickly by covering an essential subset of the language. The subset consists of features without which it's just not C++, and a handful of others that make it a reasonably useful language. You can actually use this subset (using any compiler) to get familiar with the basics of the language. Once you really understand that much, it's time to do some programming and learn more from other bo ...
C++ is an object-oriented enhancement of the C programming language and is becoming the language of choice for serious software development. C++ has crossed the Single Book Complexity Barrier. The individual features are not all that complex, but when put together in a program they interact in highly non-intuitive ways. Many books discuss each of the features separately, giving readers the illusion that they understand the language. But when they try to program, they're in for a painful surprise. C++: The Core Language is for C programmers transitioning to C++. It's designed to get readers up to speed quickly by covering an essential subset of the language. The subset consists of features without which it's just not C++, and a handful of others that make it a reasonably useful language. You can actually use this subset (using any compiler) to get familiar with the basics of the language. Once you really understand that much, it's time to do some programming and learn more from other bo ...
iPhoto 6: The Missing Manual, 5th Edition
If you used iPhoto when it first came out, you'll remember the way it slowed to a crawl once you loaded it with about 2,000 photos. Compare that to this year's model: iPhoto 6 can handle as many as 250,000 images and still have the power to run a host of suped-up features. Its new software engine lets you make changes with a drag & drop editing tool, find photos with a robust search feature, and manipulate images without affecting the originals in your master library. Apple makes it all sound so easy: just drag this, click that and you're done. But, as intuitive as these features are, you can still get lost, especially if you're new to iPhoto. Not to worry. iPhoto 6: The Missing Manual gives you plenty of undocumented tips & tricks for taking advantage of the new version and every little feature packed into it. It's the top-selling iPhoto book for good reason. With wit and objectivity, David Pogue and Derrick Story start you out with a crash course on digital photography, complet ...
If you used iPhoto when it first came out, you'll remember the way it slowed to a crawl once you loaded it with about 2,000 photos. Compare that to this year's model: iPhoto 6 can handle as many as 250,000 images and still have the power to run a host of suped-up features. Its new software engine lets you make changes with a drag & drop editing tool, find photos with a robust search feature, and manipulate images without affecting the originals in your master library. Apple makes it all sound so easy: just drag this, click that and you're done. But, as intuitive as these features are, you can still get lost, especially if you're new to iPhoto. Not to worry. iPhoto 6: The Missing Manual gives you plenty of undocumented tips & tricks for taking advantage of the new version and every little feature packed into it. It's the top-selling iPhoto book for good reason. With wit and objectivity, David Pogue and Derrick Story start you out with a crash course on digital photography, complet ...