Building Machine Learning Systems with Python. Expand your Python knowledge and learn all about machine-learning libraries in this user-friendly manual. ML is the next big breakthrough in technology and this book will give you the head-start you need

Willi Richert, Luis Pedro Coelho

Machine learning, the field of building systems that learn from data, is exploding on the Web and elsewhere. Python is a wonderful language in which to develop machine learning applications. As a dynamic language, it allows for fast exploration and experimentation and an increasing number of machine learning libraries are developed for Python.Building Machine Learning system with Python shows you exactly how to find patterns through raw data. The book starts by brushing up on your Python ML knowledge and introducing libraries, and then moves on to more serious projects on datasets, Modelling, Recommendations, improving recommendations through examples and sailing through sound and image processing in detail. Using open-source tools and libraries, readers will learn how to apply methods to text, images, and sounds. You will also learn how to evaluate, compare, and choose machine learning techniques. Written for Python programmers, Building Machine Learning Systems with Python teaches you how to use open-source libraries to solve real problems with machine learning. The book is based on real-world examples that the user can build on.Readers will learn how to write programs that classify the quality of StackOverflow answers or whether a music file is Jazz or Metal. They will learn regression, which is demonstrated on how to recommend movies to users. Advanced topics such as topic modeling (finding a text's most important topics), basket analysis, and cloud computing are covered as well as many other interesting aspects.Building Machine Learning Systems with Python will give you the tools and understanding required to build your own systems, which are tailored to solve your problems.

Spring Essentials. Build mission-critical enterprise applications using Spring Framework and Aspect Oriented Programming

Shameer Kunjumohamed, Hamidreza Sattari

Spring is an open source Java application development framework to build and deploy systems and applications that run on the JVM. It is the industry standard and the most popular framework among Java developers with over two-thirds of developers using it.Spring Essentials makes learning Spring so much quicker and easier with the help of illustrations and practical examples. Starting from the core concepts of features such as inversion of Control Container and BeanFactory, we move on to a detailed look at aspect-oriented programming. We cover the breadth and depth of Spring MVC, the WebSocket technology, Spring Data, and Spring Security with various authentication and authorization mechanisms. Packed with real-world examples, you’ll get an insight into utilizing the power of Spring Expression Language in your applications for higher maintainability. You’ll also develop full-duplex real-time communication channels using WebSocket and integrate Spring with web technologies such as JSF, Struts 2, and Tapestry. At the tail end, you will build a modern SPA using EmberJS at the front end and a Spring MVC-based API at the back end.By the end of the book, you will be able to develop your own dull-fledged applications with Spring.

Enhancing Microsoft Content Management Server with ASP.NET 2.0. Use the powerful new features of ASP.NET 2.0 with your MCMS Websites

Lim Mei Ying, Spencer Harbar, Stefan Gossner

The release of Microsoft Content Management Server (MCMS) Service Pack 2 opens up the world of ASP.NET 2.0 to MCMS developers. Written by the masters of MCMS, this book shows you how to use the new features of ASP.NET 2.0 that everyone is talking about in your MCMS development.You will first learn how to install and configure MCMS SP2. There are two approaches to setting up a development environment for SP2: an upgrade from a previous SP1a installation or starting from scratch and building a fresh installation including SP2. Of course, both approaches are covered.You will become familiar with the MCMS Service Pack 2 development environment, and create custom Visual Studio 2005 templates to overcome some of the issues which are present with the templates shipped with MCMS SP2.After that, its time to look at some of the most exciting features of ASP.NET 2.0, and how you can make use of them in MCMS: master pages, site navigation, themes, and the membership provider model.One of the coolest features introduced with ASP.NET 2.0 is master pages, which allow developers to enforce common layout and behaviour across pages within an application. You will learn about the benefits of using master pages and see a step-by-step guide for implementing them in your MCMS applications, where they become master templates!ASP.NET 2.0 introduces a whole new way of implementing site navigation, driven by site maps. By programmatically adding channels and postings to a site map you will see how to smoothly integrate these controls to any MCMS site.To customize the look of your site, we will see how a common look and feel can be applied efficiently to a MCMS site by using ASP.NET 2.0 themes. An essential customization required for themes to work correctly in an MCMS site is a must-read feature of this chapter.MCMS has its own role based authorization and user management system which cannot be extended. However, the new ASP.NET 2.0 Membership Provider Model and the shipped controls can be used within MCMS applications to improve the implementation of Forms Authentication and provide a more elegant solution for authenticating against an external store.A collection of tips and tricks round off the book, including using the Provider Model design pattern to ease migration to Office SharePoint Portal Server

Microsoft Dynamics NAV. Implementing ERP Systems

Alex Chow, Vjekoslav Babić, Laura Nicolas Lorente, David Studebaker, ...

Microsoft Dynamics NAV is an Enterprise Resource Planning (ERP) application used in all kinds of organizations around the world. It provides a great variety of functionality, out-of-the-box, in different topics such as accounting, sales, purchase processing, logistics, and manufacturing. Microsoft Dynamics NAV also allows companies to grow their applications by customizing solutions to meet specific requirements.This course is a hands-on tutorial on working with a real Dynamics NAV implementation. It begins by providing an insight into the different tools available to migrate data from client legacy systems into Microsoft Dynamics NAV. If you are already live with Microsoft Dynamics NAV, you will learn about upgrades and what to expect from them. We’ll also show you how to implement additional or expanding functionalities within your existing Microsoft Dynamics NAV installation, perform data analysis, debug error messages, and implement free third-party add-ons to your existing installation. From here, you will be introduced to integrated development tools to make you a highly productive developer in the NAV environment.The course will serve as a comprehensive reference guide, complementing NAV's Help files. You will find this course really useful if you want to evaluate Microsoft Dynamics NAV's development capabilities or need to manage NAV-based projects. Additionally, you will also learn about the NAV application structure, the C/SIDE development environment, the C/AL language, the construction and uses of each object type, and how it all fits together. Moving on, you will be guided through the NAV way of solving problems. You will be introduced to patterns and the software NAV architecture and will then build an example application. Then, you will walk through the details of architectural patterns, design patterns, and implementation patterns and will also learn about anti-patterns and handling legacy code. You will learn how to build solutions using patterns. The course offers premium, highly practical content on this recently released version of Dynamics NAV, and includes material from the following Packt books : 1. Implementing Microsoft Dynamics NAV - Third Edition 2. Programming Microsoft Dynamics™ NAV 3. Learning Dynamics NAV Patterns

Getting Started with Red Hat Enterprise Virtualization. Leverage powerful Red Hat Enterprise Virtualization solutions to build your own IaaS cloud

Pradeep Subramaniaan

phpMyAdmin Starter. Get started with this quick introduction to phpMyAdmin, its features, and the community with this book and

Software Freedom Conservancy Inc, Marc Delisle

phpMyAdmin is an extremely popular, free and open source tool intended to easily handle the administration of MySQL with the use of a web browser. It can perform a variety of tasks in order to efficiently manage web databases. With this helpful step-by-step guide, we will build a solid understanding of the core capabilities of phpMyAdmin.If you are new to phpMyAdmin this is the perfect companion for getting you off to a flying start. No previous experience with phpMyAdmin is required as you will be guided through downloading and installing it on your system. After installation we will explore the use of top features and the vibrant online community surrounding phpMyAdmin.The amount of things that you can do with phpMyAdmin is overwhelming, so the quick start guide will show you how to create your very first tables. The list of resources will help you to become familiar with the phpMyAdmin community, which is a valuable part of any Open Source project. Finally, you will see how to use five key features of phpMyAdmin ñ including browsing, searching, and changing data, exporting to Excel, and creating relations between tables - that will allow you to perform simple tasks to learn the basics and set off on your own.

The Complete Rust Programming Reference Guide. Design, develop, and deploy effective software systems using the advanced constructs of Rust

Rahul Sharma, Vesa Kaihlavirta, Claus Matzinger

Rust is a powerful language with a rare combination of safety, speed, and zero-cost abstractions. This Learning Path is filled with clear and simple explanations of its features along with real-world examples, demonstrating how you can build robust, scalable, and reliable programs.You’ll get started with an introduction to Rust data structures, algorithms, and essential language constructs. Next, you will understand how to store data using linked lists, arrays, stacks, and queues. You’ll also learn to implement sorting and searching algorithms, such as Brute Force algorithms, Greedy algorithms, Dynamic Programming, and Backtracking. As you progress, you’ll pick up on using Rust for systems programming, network programming, and the web. You’ll then move on to discover a variety of techniques, right from writing memory-safe code, to building idiomatic Rust libraries, and even advanced macros. By the end of this Learning Path, you’ll be able to implement Rust for enterprise projects, writing better tests and documentation, designing for performance, and creating idiomatic Rust code.This Learning Path includes content from the following Packt products:• Mastering Rust - Second Edition by Rahul Sharma and Vesa Kaihlavirta• Hands-On Data Structures and Algorithms with Rust by Claus Matzinger

Open Text Metastorm ProVision 6.2 Strategy Implementation. Create and implement a successful business strategy for improved performance throughout the whole enterprise

Bill Aronson

Open Text ProVision® (formerly known as Metastorm ProVision®) is an Enterprise Architecture (EA) solution allowing for effective planning and decision making throughout the enterprise. It enables an organization to have a central repository of information about the business, reducing organizational risks and better optimizing business resources.Implemented well, it enables better and more actionable decisions exactly when you need them.This book combines theory and practice to provide a step- by- step guide to building a successful customer- centric model of your business. The approach is simple and down to earth, and along the way, with various real-world examples, you will learn how to make a business case, use a framework, and adopt a methodology with Open Text ProVision®. This book draws on the experience of ProVision® experts around the world. By combining theory with practice from the field you can avoid common mistakes and develop a successful customer centric strategy for implementing ProVision®. Each chapter builds on the previous one to give you the confidence to implement a central repository, dealing with both the technical and human issues that you might face.

Mastering Python Regular Expressions. For Python developers, this concise and down-to-earth guide to regular expressions

Victor Romero, Felix L Luis

Regular expressions are used by many text editors, utilities, and programming languages to search and manipulate text based on patterns. They are considered the Swiss army knife of text processing. Powerful search, replacement, extraction and validation of strings, repetitive and complex tasks are reduced to a simple pattern using regular expressions.Mastering Python Regular Expressions will teach you about Regular Expressions, starting from the basics, irrespective of the language being used, and then it will show you how to use them in Python. You will learn the finer details of what Python supports and how to do it, and the differences between Python 2.x and Python 3.x.The book starts with a general review of the theory behind the regular expressions to follow with an overview of the Python regex module implementation, and then moves on to advanced topics like grouping, looking around, and performance.You will explore how to leverage Regular Expressions in Python, some advanced aspects of Regular Expressions and also how to measure and improve their performance. You will get a better understanding of the working of alternators and quantifiers. Also, you will comprehend the importance of grouping before finally moving on to performance optimization techniques like the RegexBuddy Tool and Backtracking.Mastering Python Regular Expressions provides all the information essential for a better understanding of Regular Expressions in Python.

Unity 2022 Mobile Game Development. Build and publish engaging games for Android and iOS - Third Edition

John P. Doran

Unity is a well-established player in the mobile game development sphere, and its new release, Unity 2022, is packed with new, exciting features. In Unity 2022 Mobile Game Development, the third edition in this popular series, you'll get to grips with the Unity game engine by building a mobile game and publishing it on the most popular mobile app stores as well as exploring the all-new features.This book provides a comprehensive and practical approach to mobile game development, helping you build an endless runner game. Starting with setting up a simple Unity project for mobile development, you’ll delve into various essential aspects needed to successfully create and publish your game. You’ll acquire a range of skills, such as incorporating touch gestures, monetizing your game with Unity Ads and in-app purchases, designing an intuitive UI, and seamlessly integrating social media functionalities. Additionally, you’ll gain valuable insights into player preferences and behavior using Unity's analytics tools. You’ll also explore features of augmented reality in Unity 2022, enhancing your game's appeal.By the end of this book, you’ll be well-equipped to reap the power of Unity 2022 to build, optimize, and publish robust cross-platform mobile games with C#, as well as widening your skill set and enhancing your credentials as a game developer.

Antivirus Bypass Techniques. Learn practical techniques and tactics to combat, bypass, and evade antivirus software

Nir Yehoshua, Uriel Kosayev

Antivirus software is built to detect, prevent, and remove malware from systems, but this does not guarantee the security of your antivirus solution as certain changes can trick the antivirus and pose a risk for users. This book will help you to gain a basic understanding of antivirus software and take you through a series of antivirus bypass techniques that will enable you to bypass antivirus solutions.The book starts by introducing you to the cybersecurity landscape, focusing on cyber threats, malware, and more. You will learn how to collect leads to research antivirus and explore the two common bypass approaches used by the authors. Once you’ve covered the essentials of antivirus research and bypassing, you'll get hands-on with bypassing antivirus software using obfuscation, encryption, packing, PowerShell, and more. Toward the end, the book covers security improvement recommendations, useful for both antivirus vendors as well as for developers to help strengthen the security and malware detection capabilities of antivirus software.By the end of this security book, you'll have a better understanding of antivirus software and be able to confidently bypass antivirus software.

Web Development with Django. Learn to build modern web applications with a Python-based framework

Ben Shaw, Saurabh Badhwar, Andrew Bird, Bharath Chandra K S, ...

Do you want to develop reliable and secure applications which stand out from the crowd, rather than spending hours on boilerplate code? Then the Django framework is where you should begin. Often referred to as a 'batteries included' web development framework, Django comes with all the core features needed to build a standalone application.Web Development with Django takes this philosophy and equips you with the knowledge and confidence to build real-world applications using Python.Starting with the essential concepts of Django, you'll cover its major features by building a website called Bookr – a repository for book reviews. This end-to-end case study is split into a series of bitesize projects that are presented as exercises and activities, allowing you to challenge yourself in an enjoyable and attainable way.As you progress, you'll learn various practical skills, including how to serve static files to add CSS, JavaScript, and images to your application, how to implement forms to accept user input, and how to manage sessions to ensure a reliable user experience. Throughout this book, you'll cover key daily tasks that are part of the development cycle of a real-world web application.By the end of this book, you'll have the skills and confidence to creatively tackle your own ambitious projects with Django.

Learning Elastic Stack 7.0. Distributed search, analytics, and visualization using Elasticsearch, Logstash, Beats, and Kibana - Second Edition

Pranav Shukla, Sharath Kumar M N

The Elastic Stack is a powerful combination of tools that help in performing distributed search, analytics, logging, and visualization of data. Elastic Stack 7.0 encompasses new features and capabilities that will enable you to find unique insights into analytics using these techniques. This book will give you a fundamental understanding of what the stack is all about, and guide you in using it efficiently to build powerful real-time data processing applications. The first few sections of the book will help you understand how to set up the stack by installing tools and exploring their basic configurations. You’ll then get up to speed with using Elasticsearch for distributed search and analytics, Logstash for logging, and Kibana for data visualization. As you work through the book, you will discover the technique of creating custom plugins using Kibana and Beats. This is followed by coverage of the Elastic X-Pack, a useful extension for effective security and monitoring. You’ll also find helpful tips on how to use Elastic Cloud and deploy Elastic Stack in production environments. By the end of this book, you’ll be well-versed with fundamental Elastic Stack functionalities and the role of each component in the stack to solve different data processing problems.

PowerShell Troubleshooting Guide. Minimize debugging time and maximize troubleshooting efficiency by leveraging the unique features of the PowerShell language

Mike Shepard

Machine Learning for Algorithmic Trading. Predictive models to extract signals from market and alternative data for systematic trading strategies with Python - Second Edition

Stefan Jansen

The explosive growth of digital data has boosted the demand for expertise in trading strategies that use machine learning (ML). This revised and expanded second edition enables you to build and evaluate sophisticated supervised, unsupervised, and reinforcement learning models.This book introduces end-to-end machine learning for the trading workflow, from the idea and feature engineering to model optimization, strategy design, and backtesting. It illustrates this by using examples ranging from linear models and tree-based ensembles to deep-learning techniques from cutting edge research.This edition shows how to work with market, fundamental, and alternative data, such as tick data, minute and daily bars, SEC filings, earnings call transcripts, financial news, or satellite images to generate tradeable signals. It illustrates how to engineer financial features or alpha factors that enable an ML model to predict returns from price data for US and international stocks and ETFs. It also shows how to assess the signal content of new features using Alphalens and SHAP values and includes a new appendix with over one hundred alpha factor examples.By the end, you will be proficient in translating ML model predictions into a trading strategy that operates at daily or intraday horizons, and in evaluating its performance.

Exploring SE for Android. Discover Security Enhancements (SE) for Android to build your own protected Android-based systems

William Roberts, William Confer

101 UX Principles. Actionable Solutions for Product Design Success - Second Edition

Will Grant

Design is everywhere. Take a look around you right now and consider the products and services we use every day. You'll notice that our computer and phone operating systems, our web browsers, and the apps we use to work, order food, socialize and even date have been designed by UX specialists to offer you the best experiences when using their products and services.Of course, not all online experiences are designed with our best interests in mind. That's exactly why UX design is such an exciting and rewarding field?by learning the logic behind what people engage with and implementing it in your UX work, you can craft intuitive, accessible, and highly functional designs for your digital products.The 2nd edition of 101 UX Principles is the perfect companion when working on digital projects and making the right decisions for your users. From landing pages and checkout basket UIs to startup launch products and enterprise software solutions, a rich user experience design will maximize the success of your product.The audiobook includes an exclusive invitation to join an online UX designers' community, where you can read the book alongside peers and other UX designers, and participate in various challenges and discussions with the author. See you there!

Machine Learning with the Elastic Stack. Gain valuable insights from your data with Elastic Stack's machine learning features - Second Edition

Rich Collier, Camilla Montonen, Bahaaldine Azarmi

Elastic Stack, previously known as the ELK stack, is a log analysis solution that helps users ingest, process, and analyze search data effectively. With the addition of machine learning, a key commercial feature, the Elastic Stack makes this process even more efficient. This updated second edition of Machine Learning with the Elastic Stack provides a comprehensive overview of Elastic Stack's machine learning features for both time series data analysis as well as for classification, regression, and outlier detection.The book starts by explaining machine learning concepts in an intuitive way. You'll then perform time series analysis on different types of data, such as log files, network flows, application metrics, and financial data. As you progress through the chapters, you'll deploy machine learning within Elastic Stack for logging, security, and metrics. Finally, you'll discover how data frame analysis opens up a whole new set of use cases that machine learning can help you with.By the end of this Elastic Stack book, you'll have hands-on machine learning and Elastic Stack experience, along with the knowledge you need to incorporate machine learning in your distributed search and data analysis platform.

Qmail Quickstarter: Install, Set Up and Run your own Email Server. A fast-paced and easy-to-follow, step-by-step guide that gets you up and running quickly

Kyle Wheeler, Daniel Bernstein

This book starts with setting up a qmail server and takes you through virtualization, filtering, and other advanced features like hosting multiple domains, mailing lists, and SSL Encryption. Finally, it discusses the log files and how to make qmail work faster.Qmail is a secure, reliable, efficient, simple message transfer agent. It is designed for typical Internet-connected UNIX hosts. Qmail is the second most common SMTP server on the Internet, and has by far the fastest growth of any SMTP server. Qmail's straight-paper-path philosophy guarantees that a message, once accepted into the system, will never be lost. Qmail also optionally supports maildir, a new, super-reliable user mailbox format.

System Center 2012 R2 Virtual Machine Manager Cookbook. Over 70 recipes to help you design, configure, and manage a reliable and efficient virtual infrastructure with VMM 2012 R2

EDVALDO ALESSANDRO CARDOSO

IBM WebSphere Application Server v7.0 Security. For IBM WebSphere users, this is the complete guide to securing your applications with Java EE and JAAS security standards. From a far-ranging overview to the fundamentals of data encryption, all the essentials are here

Omar P Siliceo (USD), Omar Siliceo

In these days of high-profile hacking, server security is no less important than securing your application or network. In addition many companies must comply with government security regulations. No matter how secure your application is, your business is still at risk if your server is vulnerable. Here is how you solve your WebSphere server security worries in the best possible way.This tutorial is focused towards ways in which you can avoid security loop holes. You will learn to solve issues that can cause bother when getting started with securing your IBM WebSphere Application Server v7.0 installation. Moreover, the author has documented details in an easy-to-read format, by providing engaging hands-on exercises and mini-projects.The book starts with an in-depth analysis of the global and administrative security features of WebSphere Application Server v7.0, followed by comprehensive coverage of user registries for user authentication and authorization information. Moving on you will build on the concepts introduced and get hands-on with a mini project. From the next chapter you work with the different front-end architectures of WAS along with the Secure Socket Layer protocol, which offer transport layer security through data encryption.You learn user authentication and data encryption, which demonstrate how a clear text channel can be made safer by using SSL transport to encrypt its data. The book will show you how to enable an enterprise application hosted in a WebSphere Application Server environment to interact with other applications, resources, and services available in a corporate infrastructure. Platform hardening, tuning parameters for tightening security, and troubleshooting are some of the aspects of WebSphere Application Server v7.0 security that are explored in the book. Every chapter builds strong security foundations, by demonstrating concepts and practicing them through the use of dynamic, web-based mini-projects.

Pro Tools HD: Advanced Techniques and Workflows. Using Pro Tools HD is not always easy, but with this book you'll be on the fast track to achieving optimum quality audio. Learn to use Pro Tools at the highest professional level

Edouard Camou

Pro Tools HD is a digital audio workstation platform for Microsoft Windows and Mac OS X operating systems. It is the leading audio software when it comes to professional audio work. Working effectively with audio and producing professional music with Pro Tools HD is not an easy task.Beginning with what the software is about, we will take you all the way through to the steps required to efficiently record your audio. You will discover how to improve the workflow of Pro Tools software and receive innovative tips to enable flawless editing in music production, film scoring, film, and television post-production.Packed with concise and clear instructions on using Pro Tools HD: Advanced Techniques and Workflows, this book starts with different possible hardware and software combinations to help you understand the strengths and limitations of each, before taking you through powerful editing and advanced mixing techniques.When it comes to choosing a ProTools HD system there are different technologies available and therefore, many ways to use the system optimally so, you will learn about some digital audio concepts for better software optimisation. You will then learn editing using Beat detective, as well as covering excellent workflow and routing concepts to take full advantage of ProTools mixing capabilities, integrating both hardware analogue units with your favorite plugins. Finally, you will see how you can export your project safer, faster and better.This guide shows you the framework to enable you to take your usage of ProTools to the next level by explaining and discussing new and advanced features to achieve industry standard techniques.

Fast Data Processing Systems with SMACK Stack. Click here to enter text

Raúl Estrada

SMACK is an open source full stack for big data architecture. It is a combination of Spark, Mesos, Akka, Cassandra, and Kafka. This stack is the newest technique developers have begun to use to tackle critical real-time analytics for big data. This highly practical guide will teach you how to integrate these technologies to create a highly efficient data analysis system for fast data processing.We’ll start off with an introduction to SMACK and show you when to use it. First you’ll get to grips with functional thinking and problem solving using Scala. Next you’ll come to understand the Akka architecture. Then you’ll get to know how to improve the data structure architecture and optimize resources using Apache Spark. Moving forward, you’ll learn how to perform linear scalability in databases with Apache Cassandra. You’ll grasp the high throughput distributed messaging systems using Apache Kafka. We’ll show you how to build a cheap but effective cluster infrastructure with Apache Mesos. Finally, you will deep dive into the different aspect of SMACK using a few case studies. By the end of the book, you will be able to integrate all the components of the SMACK stack and use them together to achieve highly effective and fast data processing.

Instant JRebel. Accelerate your code development dramatically with this practical guide

Jonathan Lermitage

JRebel is a JVM plugin that lets Java developers update code instantly and see their changes reflected in their application under development without restarting the application server. JRebel is a plugin for anything that is in Java and is also IDE neutral. If you want to update your code instantly without compiling and deploying the code repeatedly, this book is for you.This book will focus on the most important development steps and will also help you save time which is otherwise spent on compilation and deployment of code. You will learn how to use JRebel with the most popular IDEs and Java servers and how to accelerate the development of your current and future Java SE and Java EE projects.This book shows you how to install JRebel, configure your favourite IDE and Java server for JRebel, and start using it on your projects.With this book, you will learn how to get a free license for JRebel and how to integrate JRebel with most Java servers and development environments. To finish, you will see how to work with desktop and web projects and how to utilize JRebel to dramatically accelerate their development.