Machine Learning with R. Expert techniques for predictive modeling - Third Edition

Brett Lantz

Machine learning, at its core, is concerned with transforming data into actionable knowledge. R offers a powerful set of machine learning methods to quickly and easily gain insight from your data.Machine Learning with R, Third Edition provides a hands-on, readable guide to applying machine learning to real-world problems. Whether you are an experienced R user or new to the language, Brett Lantz teaches you everything you need to uncover key insights, make new predictions, and visualize your findings.This new 3rd edition updates the classic R data science book to R 3.6 with newer and better libraries, advice on ethical and bias issues in machine learning, and an introduction to deep learning. Find powerful new insights in your data; discover machine learning with R.

Learning iBeacon

Craig Gilchrist

Implementing Azure DevOps Solutions. Learn about Azure DevOps Services to successfully apply DevOps strategies

Henry Been, Maik van der Gaag

Implementing Azure DevOps Solutions helps DevOps engineers and administrators to leverage Azure DevOps Services to master practices such as continuous integration and continuous delivery (CI/CD), containerization, and zero downtime deployments.This book starts with the basics of continuous integration, continuous delivery, and automated deployments. You will then learn how to apply configuration management and Infrastructure as Code (IaC) along with managing databases in DevOps scenarios. Next, you will delve into fitting security and compliance with DevOps. As you advance, you will explore how to instrument applications, and gather metrics to understand application usage and user behavior. The latter part of this book will help you implement a container build strategy and manage Azure Kubernetes Services. Lastly, you will understand how to create your own Azure DevOps organization, along with covering quick tips and tricks to confidently apply effective DevOps practices.By the end of this book, you’ll have gained the knowledge you need to ensure seamless application deployments and business continuity.

Graph Data Processing with Cypher. A practical guide to building graph traversal queries using the Cypher syntax on Neo4j

Ravindranatha Anthapu

While it is easy to learn and understand the Cypher declarative language for querying graph databases, it can be very difficult to master it. As graph databases are becoming more mainstream, there is a dearth of content and guidance for developers to leverage database capabilities fully. This book fills the information gap by describing graph traversal patterns in a simple and readable way.This book provides a guided tour of Cypher from understanding the syntax, building a graph data model, and loading the data into graphs to building queries and profiling the queries for best performance. It introduces APOC utilities that can augment Cypher queries to build complex queries. You’ll also be introduced to visualization tools such as Bloom to get the most out of the graph when presenting the results to the end users.After having worked through this book, you’ll have become a seasoned Cypher query developer with a good understanding of the query language and how to use it for the best performance.

Enhancing Your Cloud Security with a CNAPP Solution. Unlock the full potential of Microsoft Defender for Cloud to fortify your cloud security

Yuri Diogenes

Cloud security is a pivotal aspect of modern IT infrastructure, essential for safeguarding critical data and services. This comprehensive book explores Cloud Native Application Protection Platform (CNAPP), guiding you through adopting, deploying, and managing these solutions effectively. Written by Yuri Diogenes, Principal PM at Microsoft, who has been with Defender for Cloud (formerly Azure Security Center) since its inception, this book distills complex concepts into actionable knowledge making it an indispensable resource for Cloud Security professionals.The book begins with a solid foundation detailing the why and how of CNAPP, preparing you for deeper engagement with the subject. As you progress, it delves into practical applications, including using Microsoft Defender for Cloud to enhance your organization's security posture, handle multicloud environments, and integrate governance and continuous improvement practices into your operations.Further, you'll learn how to operationalize your CNAPP framework, emphasizing risk management & attack disruption, leveraging AI to enhance security measures, and integrating Defender for Cloud with Microsoft Security Exposure Management. By the end, you'll be ready to implement and optimize a CNAPP solution in your workplace, ensuring a robust defense against evolving threats.

PowerShell Automation and Scripting for Cybersecurity. Hacking and defense for red and blue teamers

Miriam C. Wiesner, Tanya Janca

Take your cybersecurity skills to the next level with this comprehensive PowerShell security guide! Whether you're on the red or blue team, you'll gain a deep understanding of PowerShell's security capabilities and how to apply them.With years of hands-on experience, the author brings real-world use cases to demonstrate PowerShell’s critical role in offensive and defensive security.After covering PowerShell basics and scripting fundamentals, you'll explore PowerShell Remoting and remote management technologies. You'll learn to configure and analyze Windows event logs, identifying crucial logs and IDs for effective monitoring. The book delves into PowerShell's interaction with system components, Active Directory, and Azure AD, including stealth execution methods. You’ll uncover authentication protocols, enumeration, credential theft, and exploitation, providing strategies to mitigate these risks. A dedicated red and blue team cookbook offers practical security tasks. Finally, you'll delve into mitigations such as Just Enough Administration, AMSI, application control, and code signing, emphasizing configuration, risks, exploitation, bypasses, and best practices.By the end of this book, you’ll confidently apply PowerShell for cybersecurity, from detection to defense, staying ahead of cyber threats.

3D Printing Designs: Octopus Pencil Holder. A fast paced guide to designing and printing organic 3D shapes

Joe Larson

This book will cover the very basic but essential techniques you need to model an organic and functional object for 3D printing using Blender. Starting with pen and paper and then moving on to the computer, you will create your first project in Blender, add basic geometric shapes, and use techniques such as extruding and subdividing to transform these shapes into complex meshes. You will learn how modifiers can automatically refine the shape further and combine multiple shapes into a single 3D printable model. By the end of the book, you will have gained enough practical hands-on experience to be able to create a 3D printable object of your choice, which in this case is a 3D print-ready octopus pencil holder.

Oracle ADF Enterprise Application Development - Made Simple

Sten E Vesterli

Moodle 1.9: The English Teacher's Cookbook. 80 simple but incredibly effective recipes for teaching reading comprehension, writing, and composing using Moodle 1.9

Moodle Trust, Silvina P. Hillar, Silvina Paola Hillar

Connecting the ideas of students is one of the most difficult tasks to carry out in the teaching process. Performing these types of tasks through Moodle will help you overcome complex situations while you teach. If you are looking for a guide that will show you how to improve your skills in using Moodle, as well as enhance your way of teaching in virtual classrooms, your search ends right here.This cookbook provides a practical, step-by-step guide to building a complete reading comprehension, writing, and composition course in Moodle 1.9 starting with simple activities and ending with complex ones. It covers many features and techniques in order to allow you to organize your ideas to improve writing using Moodle as a virtual learning platform.This book begins with simple activities in order to enhance students' writing, such as connecting activities developed in different ways either using Moodle or free and open source software available in the Web 2.0. Then, it moves into matching images and different pieces of writing; it shows how to import different pictures to the Moodle course in different ways. It caters for a great variety of images that will brighten the creativity of students.Then reading comprehension is explored from the characters' point of view; students should explore the reading in such a way to become part of it and write as if they were part of the story.Twitter and Facebook social networks are embedded in the Moodle course in order to invent stories, create group works, and create social on fashion interaction hand in hand with the virtual classroom. There are step-by-step activities involving these websites and inserting Ishikawa's management technique in order to enhance group writing.Once you have reached this point of the book there are other writing techniques explored such as mathematical association to writing, cube technique, discussion clock, mind mapping, and tree diagrams among others. A step-by-step guide is provided for creating these techniques, uploading them into the Moodle course, and creating the writing activity.The book covers writing sentences, poems, songs, descriptions, compositions, essays, articles, cartoons, ads, and creating and describing superheroes.

Learning Less.js. Develop attractive CSS styles efficiently, using the Less CSS preprocessor

Alex Libby, Christoffer Niska

Learn Java 12 Programming. A step-by-step guide to learning essential concepts in Java SE 10, 11, and 12

Nick Samoylov

Java is one of the preferred languages among developers, used in everything right from smartphones, and game consoles to even supercomputers, and its new features simply add to the richness of the language. This book on Java programming begins by helping you learn how to install the Java Development Kit. You will then focus on understanding object-oriented programming (OOP), with exclusive insights into concepts like abstraction, encapsulation, inheritance, and polymorphism, which will help you when programming for real-world apps. Next, you’ll cover fundamental programming structures of Java such as data structures and algorithms that will serve as the building blocks for your apps. You will also delve into core programming topics that will assist you with error handling, debugging, and testing your apps. As you progress, you’ll move on to advanced topics such as Java libraries, database management, and network programming, which will hone your skills in building professional-grade apps.Further on, you’ll understand how to create a graphic user interface using JavaFX and learn to build scalable apps by taking advantage of reactive and functional programming.By the end of this book, you’ll not only be well versed with Java 10, 11, and 12, but also gain a perspective into the future of this language and software development in general.

Mastering GitLab 12. Implement DevOps culture and repository management solutions

Joost Evertse

GitLab is an open source repository management and version control toolkit with functions for enterprises and personal software projects. It offers configurability options, extensions, and APIs that make it an ideal tool for enterprises to manage the software development life cycle.This book begins by explaining GitLab options and the components of the GitLab architecture. You will learn how to install and set up GitLab on-premises and in the cloud, along with understanding how to migrate code bases from different systems, such as GitHub, Concurrent Versions System, Team Foundation Version Control, and Subversion. Later chapters will help you implement DevOps culture by introducing the workflow management tools in GitLab and continuous integration/continuous deployment (CI/CD). In addition to this, the book will guide you through installing GitLab on a range of cloud platforms, monitoring with Prometheus, and deploying an environment with GitLab. You'll also focus on the GitLab CI component to assist you with creating development pipelines and jobs, along with helping you set up GitLab runners for your own project. Finally, you will be able to choose a high availability setup that fits your needs and helps you monitor and act on results obtained after testing.By the end of this book, you will have gained the expertise you need to use GitLab features effectively, and be able to integrate all phases in the development process.

Artificial Intelligence with Power BI. Take your data analytics skills to the next level by leveraging the AI capabilities in Power BI

Mary-Jo Diepeveen

The artificial intelligence (AI) capabilities in Power BI enable organizations to quickly and easily gain more intelligent insights from unstructured and structured data.This book will teach you how to make use of the many AI features available today in Power BI to quickly and easily enrich your data and gain better insights into patterns that can be found in your data.You’ll begin by understanding the benefits of AI and how it can be used in Power BI. Next, you’ll focus on exploring and preparing your data for building AI projects and then progress to using prominent AI features already available in Power BI, such as forecasting, anomaly detection, and Q&A. Later chapters will show you how to apply text analytics and computer vision within Power BI reports. This will help you create your own Q&A functionality in Power BI, which allows you to ask FAQs from another knowledge base and then integrate it with PowerApps. Toward the concluding chapters, you’ll be able to create and deploy AutoML models trained in Azure ML and consume them in Power Query Editor. After your models have been trained, you’ll work through principles such as privacy, fairness, and transparency to use AI responsibly.By the end of this book, you’ll have learned when and how to enrich your data with AI using the out-of-the-box AI capabilities in Power BI.

Automating Salesforce Marketing Cloud. Reap all the benefits of the SFMC platform and increase your productivity with the help of real-world examples

Greg Gifford, Jason Hanshaw, Guilda Hilaire

Salesforce Marketing Cloud (SFMC) allows you to use multiple channels and tools to create a 1:1 marketing experience for your customers and subscribers. Through automation and helper tasks, you can greatly increase your productivity while also reducing the level of effort required in terms of volume and frequency.Automating Salesforce Marketing Cloud starts by discussing what automation is generally and then progresses to what automation is in SFMC. After that, you’ll focus on how to perform automation inside of SFMC all the way to fully running processes and capabilities from an external service. Later chapters explore the benefits and capabilities of automation and having an automation mindset both within and outside of SFMC. Equipped with this knowledge and example code, you'll be prepared to maximize your SFMC efficiency.By the end of this Salesforce book, you’ll have the skills you need to build automation both inside and outside of SFMC, along with the knowledge for using the platform optimally.

Blender 2.6 Cycles: Materials and Textures Cookbook. With this book you'll be able to explore and master all that the Cycles rendering engine is capable of. From the basics right through to refining, this is a must-read if you're serious about the realism of your materials and textures

Ton Roosendaal, Enrico Valenza

Cycles is Blender's new, powerful rendering engine. Using practical examples, this book will show you how to create a vast array of realistic and stunning materials and texture effects using the Cycles rendering engine.Blender 2.6 Cycles: Materials and Textures Cookbook is a practical journey into the new and exciting Cycles rendering engine for Blender. In this book you will learn how to create a vast array of materials and textures in Cycles, including glass, ice, snow, rock, metal and water. If you want to take your 3D models to the next level, but don't know how, then this cookbook is for you!In this practical cookbook, you will learn how to create stunning materials and textures to really bring your 3D models to life! Diving deep into Cycles you will learn Cycle's node-based material system, how to set-up a 3D scene for rendering, how to create a natural and man-made materials as well as the correct organization and re-use of Cycles materials to save you time and effort.To ensure that your creations look stunning you will learn how illumination works in Cycles, improve the quality of the final render and to avoid the presence of noise and fireflies. Each chapter of Blender 2.6 Cycles: Materials and Textures Cookbook builds on the complexity of the last so that by the end of this book you will know how to create an impressive library of realistic-looking materials and textures.

ChronoForms 3.1 for Joomla! site Cookbook. 80 recipes for building attractive and interactive Joomla! forms

Bob Janes

Joomla! is a fantastic way to create a dynamic CMS. Now you want to go to the next step and interact with your users. Forms are the way you ask questions and get replies. ChronoForms is the extension that lets you do that and this book tells you how.From building your first form to creating rich form based applications we will cover the features that ChronoForms offers you in a clear hands-on way. Drawing on three years daily experience using ChronoForms and supporting users there is valuable help for new users and experienced developers alike.We will take you through form development step by step: from creating your first form using ChronoForms’ built-in drag-and-drop tool; validating user input; emailing the results; saving data in the database, showing the form in your Joomla! site and much more.Each chapter addresses a topic like ‘validation’ or ‘email’ and the recipes in the chapter each address a different user question from the beginners’ question ‘How do I set up an email?’ through to more advanced questions like using some PHP to create a custom email Subject line.Over eight chapters and eighty recipes we cover all of the ‘Frequently Asked Questions’ that new users and developers have about using ChronoForms. The recipe structure allows you to pick and choose just the solution that you need.

Learning Java by Building Android Games. Learn Java and Android from scratch by building five exciting games - Third Edition

John Horton

Android is one of the most popular mobile operating systems today. It uses the most popular programming language, Java, as one of the primary languages for building apps of all types. Unlike most other Android books, this book doesn’t assume that you have any prior knowledge of Java programming, instead helps you get started with building Android games as a beginner.This new, improved, and updated third edition of Learning Java by Building Android Games helps you to build Android games from scratch. Once you've got to grips with the fundamentals, the difficulty level increases steadily as you explore key Java topics, such as variables, loops, methods, object-oriented programming (OOP), and design patterns while working with up-to-date code and supporting examples. At each stage, you'll be able to test your understanding by implementing the concepts that you’ve learned to develop a game. Toward the end, you’ll build games such as Sub Hunter, Retro Pong, Bullet Hell, Classic Snake, and Scrolling Shooter.By the end of this Java book, you'll not only have a solid understanding of Java and Android basics but will also have developed five cool games for the Android platform.

Time Series Analysis with Python Cookbook. Practical recipes for exploratory data analysis, data preparation, forecasting, and model evaluation

Tarek A. Atwan

Time series data is everywhere, available at a high frequency and volume. It is complex and can contain noise, irregularities, and multiple patterns, making it crucial to be well-versed with the techniques covered in this book for data preparation, analysis, and forecasting.This book covers practical techniques for working with time series data, starting with ingesting time series data from various sources and formats, whether in private cloud storage, relational databases, non-relational databases, or specialized time series databases such as InfluxDB. Next, you’ll learn strategies for handling missing data, dealing with time zones and custom business days, and detecting anomalies using intuitive statistical methods, followed by more advanced unsupervised ML models. The book will also explore forecasting using classical statistical models such as Holt-Winters, SARIMA, and VAR. The recipes will present practical techniques for handling non-stationary data, using power transforms, ACF and PACF plots, and decomposing time series data with multiple seasonal patterns. Later, you’ll work with ML and DL models using TensorFlow and PyTorch.Finally, you’ll learn how to evaluate, compare, optimize models, and more using the recipes covered in the book.

DevOps Unleashed with Git and GitHub. Automate, collaborate, and innovate to enhance your DevOps workflow and development experience

Yuki Hattori, Isabel Drost-Fromm

Git and GitHub are absolutely crucial for DevOps, playing a multifaceted role in streamlining the software development lifecycle and enabling smoother collaboration between development and operations teams.DevOps Unleashed with Git and GitHub enables you to harness the power of Git and GitHub to streamline workflows, drive collaboration, and fuel innovation. Authored by an expert from GitHub, the book starts by guiding you through Git fundamentals and delving into DevOps and the developer experience. As you progress, you’ll understand how to leverage GitHub's collaboration and automation features, and even use GitHub Copilot for enhanced productivity. You'll also learn how to bridge the DevOps gap, maintain code quality, and implement robust security measures. Additionally, hands-on exercises will equip you to elevate your developer experience, foster teamwork, and drive innovation at the speed of DevOps.By the end of this DevOps book, you’ll have mastered the Git fundamentals, conquered collaboration challenges, and unleashed the power of GitHub as you transform your DevOps workflows.

Professional CSS3. Harness the power of CSS3 to design stunning, modern websites

Piotr Sikora

CSS is the preferred technology to design modern web pages. Although CSS is often perceived as a simple language, applying modern styles to web pages with CSS and maintaining the code for larger websites can be quite tricky.We will take you right from understanding CSS to designing high-quality web pages in CSS3. We'll quickly take you through CSS3's features, and show you how to resolve common issues so you can build your basic framework. Finally, you will learn about code architecture and CSS methodologies used in scalable apps and you'll explore the various new features of CSS3, such as FlexBox, to help you create the most modern layout methodologies. By the end of the book, you will be a master at creating pure CSS web pages and will know sophisticated web design techniques, giving you an edge over other web designers.

Cross-Platform UIs with Flutter. Unlock the ability to create native multiplatform UIs using a single code base with Flutter 3

Ryan Edge, Alberto Miola

Flutter is a UI toolkit for building beautiful, natively compiled applications for mobile, web, desktop, and embedded devices from a single code base. With Flutter, you can write your code once and run it anywhere using a single code base to target multiple platforms. This book is a comprehensive, project-based guide for new and emerging Flutter developers that will help empower you to build bulletproof applications.Once you start reading book, you’ll quickly realize what sets Flutter apart from its competition and establish some of the fundamentals of the toolkit. As you work on various project applications, you’ll understand just how easy Flutter is to use for building stunning UIs. This book covers navigation strategies, state management, advanced animation handling, and the two main UI design styles: Material and Cupertino. It’ll help you extend your knowledge with good code practices, UI testing strategies, and CI setup to constantly keep your repository’s quality at the highest level possible.By the end of this book, you'll feel confident in your ability to transfer the lessons from the example projects and build your own Flutter applications for any platform you wish.

Hands-On Deep Learning with Go. A practical guide to building and implementing neural network models using Go

Gareth Seneque, Darrell Chua

Go is an open source programming language designed by Google for handling large-scale projects efficiently. The Go ecosystem comprises some really powerful deep learning tools such as DQN and CUDA. With this book, you'll be able to use these tools to train and deploy scalable deep learning models from scratch. This deep learning book begins by introducing you to a variety of tools and libraries available in Go. It then takes you through building neural networks, including activation functions and the learning algorithms that make neural networks tick. In addition to this, you'll learn how to build advanced architectures such as autoencoders, restricted Boltzmann machines (RBMs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), and more. You'll also understand how you can scale model deployments on the AWS cloud infrastructure for training and inference. By the end of this book, you'll have mastered the art of building, training, and deploying deep learning models in Go to solve real-world problems.

jQuery for Designers Beginner's Guide. Design interactive websites to improve user experience by using the popular JavaScript library

Natalie Maclees, Natalie Maclees

Oracle Essbase 11 Development Cookbook. Over 90 advanced development recipes to build and take your Oracle Essbase Applications further with this book and

Jose R Ruiz, Jose R. Ruiz

Oracle Essbase is a Multi-Dimensional Online Analytical Processing (OLAP) server, providing a rich environment for effectively developing custom analytic and enterprise performance management applications. Oracle Essbase enables business users to quickly model complex business scenarios.This practical cookbook shows you the advanced development techniques when building Essbase Applications and how to take these applications further.Packed with over 90 task-based and immediately reusable recipes, this book starts by showing you how to use a relational data model to build and load an Essbase cube and how to create a data source, prepare the mini schema, and work with the data elements in Essbase Studio. The book then dives into topics such as building the BSO cube, building the ASO cube, using EAS for development, creating Calculation Scripts and using MaxL to automate processes.