Reproducible Data Science with Pachyderm. Learn how to build version-controlled, end-to-end data pipelines using Pachyderm 2.0

Svetlana Karslioglu

Pachyderm is an open source project that enables data scientists to run reproducible data pipelines and scale them to an enterprise level. This book will teach you how to implement Pachyderm to create collaborative data science workflows and reproduce your ML experiments at scale.You’ll begin your journey by exploring the importance of data reproducibility and comparing different data science platforms. Next, you’ll explore how Pachyderm fits into the picture and its significance, followed by learning how to install Pachyderm locally on your computer or a cloud platform of your choice. You’ll then discover the architectural components and Pachyderm's main pipeline principles and concepts. The book demonstrates how to use Pachyderm components to create your first data pipeline and advances to cover common operations involving data, such as uploading data to and from Pachyderm to create more complex pipelines. Based on what you've learned, you'll develop an end-to-end ML workflow, before trying out the hyperparameter tuning technique and the different supported Pachyderm language clients. Finally, you’ll learn how to use a SaaS version of Pachyderm with Pachyderm Notebooks.By the end of this book, you will learn all aspects of running your data pipelines in Pachyderm and manage them on a day-to-day basis.

OpenStack Administration with Ansible. Design, build, and automate 10 real-world OpenStack administrative tasks with Ansible

Walter Bentley

Most organizations are seeking methods to improve business agility because they have realized just having a cloud is not enough. Being able to improve application deployments, reduce infrastructure downtime, and eliminate daily manual tasks can only be accomplished through some sort of automation.Packed with real-world OpenStack administrative tasks, this book will walk you through working examples and explain how these tasks can be automated using one of the most popular open source automation tools—Ansible.We will start with a brief overview of OpenStack and Ansible and highlight some best practices. Each chapter will provide an introduction to handling various Cloud Operator administration tasks such as creating multiple users/tenants, setting up Multi-Tenant Isolation, customizing your clouds quotas, taking instance snapshots, evacuating compute hosts for maintenance, and running cloud health checks, and a step-by-step tutorial on how to automate these tasks with Ansible.

IBM Cognos 10 Report Studio Cookbook. Getting the most out of IBM Cognos Report Studio is a breeze with this recipe-packed cookbook. Cherry-pick the ones you want or go through the tutorial step by step – either way you'll end up with some highly impressive reports. - Second Edition

Abhishek Sanghani, Ahmed Lashin, Ahmed S Lashin

IBM Cognos Report Studio is widely used for creating and managing business reports in medium to large companies. It is simple enough for any business analyst, power user, or developer to pick up and start developing basic reports. However, this book is designed to take the reader beyond the basics and into the world of creating more sophisticated, functional business reports.IBM Cognos 10 Report Studio Cookbook, Second Edition helps you understand and use all the features provided by Report Studio to generate impressive deliverables. It will take you from being a beginner to a professional report author. It bridges the gap between basic training provided by manuals or trainers and the practical techniques learned over years of practice.Written in a recipe style, this book offers step-by-step instructions for IBM Cognos Report Studio users to author reports effectively, allowing a reader to dip in and out of the chapters as they desire.You will see a new fictional business case in each recipe that will relate to a real-life problem and then you will learn how to crack it in Report Studio.This book covers all the basic and advanced features of Report Authoring. It introduces the fundamental features useful across any level of reporting. Then it ascends to advanced techniques and tricks to overcome Studio limitations. Develop excellent reports using dimensional data sources by following best practices that development work requires in Report Studio. You will also learn about editing the report outside the Studio by directly editing the XML specifications. You will discover how to build and use Cognos Active Reports, a new addition in IBM Cognos 10.Provide richness to the user interface by adding JavaScript and HTML tags and using the different chart types introduced in IBM Cognos 10. The main focus is on the practical use of various powerful features that Report Studio has to offer to suit your business requirements.Learn numerous techniques and hacks that will allow you to make the best out of your IBM Cognos 10 Report Studio.

Salt Cookbook. Over 80 hands-on recipes to efficiently configure and manage your infrastructure with Salt

Anirban Saha

Hands-On Data Analysis with Pandas. A Python data science handbook for data collection, wrangling, analysis, and visualization - Second Edition

Stefanie Molin, Ken Jee

Extracting valuable business insights is no longer a ‘nice-to-have’, but an essential skill for anyone who handles data in their enterprise. Hands-On Data Analysis with Pandas is here to help beginners and those who are migrating their skills into data science get up to speed in no time.This book will show you how to analyze your data, get started with machine learning, and work effectively with the Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn.Using real-world datasets, you will learn how to use the pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will learn how to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding chapters, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data.This updated edition will equip you with the skills you need to use pandas 1.x to efficiently perform various data manipulation tasks, reliably reproduce analyses, and visualize your data for effective decision making – valuable knowledge that can be applied across multiple domains.

IBM Lotus Sametime 8 Essentials: A User's Guide. Mastering Online Enterprise Communication with this collaborative software

Marie L. Scott, Thomas Duff, Marie L Kovalchick, Thomas William Duff

IBM Lotus Sametime software allows you to collaborate and communicate with others in real time. By using Sametime, you can communicate with your peers and teammates with the Sametime Connect client, embedded Sametime integration with Lotus Notes or Microsoft Outlook e-mail, or on mobile devices like a Blackberry. You will be able to connect to your colleagues via text, voice, video, or by setting up an online meeting with colleagues in several sites or countries getting the information you need to do your job and make better and faster decisions.This user guide enables you, no matter what your skill level, to develop and increase your knowledge of Sametime and how to use each feature from start to finish. It shows how you can effectively collaborate with your colleagues and teammates both in your organization and outside your organization by using the features of Sametime. It's practical, and most of all, fun!This book takes you from the basics of Sametime through to the most advanced features with a focus on real work-related situations along with plenty of screen prints to guide you. You'll learn everything from how to conduct a quick chat to conducting an online meeting. Or perhaps you want to learn how to take advantage of Sametime's telephony features or set up an online poll? The book starts by teaching you how to install Sametime and set up a contact list of people with whom you interact. Next, you learn how the chat feature of Sametime works, from using basic text to sharing screen-capture images. You learn how to use Sametime both within an organization and with other external instant messaging services like AOL, Yahoo, and Google. However, Sametime isn't restricted to just the Sametime client. You learn how to use Sametime from a web browser as well as from a mobile device. Meeting rooms with screen sharing, whiteboarding, audio, and video features are covered, as well as how Sametime integrates into an organization's phone system so that you can have a single place to go for all your communication and collaboration needs. Learn how Sametime advanced features like persistent chats and broadcast communities can help your project teams stay organized. And finally learn about Sametime 8.5 and 8.5.1.

Python for Finance Cookbook. Over 80 powerful recipes for effective financial data analysis - Second Edition

Eryk Lewinson

Python is one of the most popular programming languages in the financial industry, with a huge collection of accompanying libraries. In this new edition of the Python for Finance Cookbook, you will explore classical quantitative finance approaches to data modeling, such as GARCH, CAPM, factor models, as well as modern machine learning and deep learning solutions.You will use popular Python libraries that, in a few lines of code, provide the means to quickly process, analyze, and draw conclusions from financial data. In this new edition, more emphasis was put on exploratory data analysis to help you visualize and better understand financial data. While doing so, you will also learn how to use Streamlit to create elegant, interactive web applications to present the results of technical analyses.Using the recipes in this book, you will become proficient in financial data analysis, be it for personal or professional projects. You will also understand which potential issues to expect with such analyses and, more importantly, how to overcome them.

Mastering Unity Game Development with C#. Harness the full potential of Unity 2022 game development using C#

Mohamed Essam

Do you want to level up your Unity game development skills? Then look no further! This book is your one-stop solution to creating mesmerizing games with lifelike features and captivating gameplay.Whether you're an intermediate or a seasoned developer, this guide is designed for all skill levels. Written by a highly experienced Unity developer, this book emphasizes project organization, clean C# code, and Unity plugins, including the new Input System and Cinemachine. Mastering Unity Game Development with C# shows you how to structure projects effectively, write clean and modular code, utilize the power of Unity plugins, and design engaging game mechanics. You’ll also understand how to optimize user interfaces for a seamless player experience, manage game data efficiently, contribute to existing code bases, integrate third-party assets and APIs, and apply optimization techniques to enhance game performance.By the end of this book, you’ll have acquired the knowledge and skills that will empower you to create efficient and engaging games.

Podman for DevOps. Containerization reimagined with Podman and its companion tools

Alessandro Arrichiello, Gianni Salinetti, Brent J. Baude

As containers have become the new de facto standard for packaging applications and their dependencies, understanding how to implement, build, and manage them is now an essential skill for developers, system administrators, and SRE/operations teams. Podman and its companion tools Buildah and Skopeo make a great toolset to boost the development, execution, and management of containerized applications.Starting with the basic concepts of containerization and its underlying technology, this book will help you get your first container up and running with Podman. You'll explore the complete toolkit and go over the development of new containers, their lifecycle management, troubleshooting, and security aspects. Together with Podman, the book illustrates Buildah and Skopeo to complete the tools ecosystem and cover the complete workflow for building, releasing, and managing optimized container images. Podman for DevOps provides a comprehensive view of the full-stack container technology and its relationship with the operating system foundations, along with crucial topics such as networking, monitoring, and integration with systemd, docker-compose, and Kubernetes.By the end of this DevOps book, you'll have developed the skills needed to build and package your applications inside containers as well as to deploy, manage, and integrate them with system services.

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 guide to PowerShell security! Whether you’re a red or blue teamer, you’ll gain a deep understanding of PowerShell’s security capabilities and how to use them. After revisiting PowerShell basics and scripting fundamentals, you’ll dive into PowerShell Remoting and remote management technologies. You’ll learn how to configure and analyze Windows event logs and understand the most important event logs and IDs to monitor your environment. You’ll dig deeper into PowerShell’s capabilities to interact with the underlying system, Active Directory and Azure AD. Additionally, you’ll explore Windows internals including APIs and WMI, and how to run PowerShell without powershell.exe. You’ll uncover authentication protocols, enumeration, credential theft, and exploitation, to help mitigate risks in your environment, along with a red and blue team cookbook for day-to-day security tasks. Finally, you’ll delve into mitigations, including Just Enough Administration, AMSI, application control, and code signing, with a focus on configuration, risks, exploitation, bypasses, and best practices. By the end of this book, you’ll have a deep understanding of how to employ PowerShell from both a red and blue team perspective.

Cacti 0.8 Beginner's Guide. Learn Cacti and design a robust Network Operations Center

Thomas Urban

Cacti is a performance measurement tool that provides easy methods and functions for gathering and graphing system data. You can use Cacti to develop a robust event management system that can alert on just about anything you would like it to. But to do that, you need to gain a solid understanding of the basics of Cacti, its plugin architecture, and automation concepts.Cacti 0.8 Beginner's Guide will introduce you to the wide variety of features of Cacti and will guide you on how to use them for maximum effectiveness. Advanced topics like the plugin architecture and Cacti automation using the command-line interface will help you build a professional performance measurement system.Designed as a beginner's guide, the book starts off with the basics of installing and using Cacti, and also covers the advanced topics that will show you how to customize and extend the core Cacti functionalities. The book offers essential tutorials for creating advanced graphs and using plugins to create enterprise-class reports to show your customers and colleagues.From data templates to input methods and plugin installation to creating your own customized plugins, this book provides you with a rich selection of step-by-step instructions to reach your goals. It covers all you need to know to implement professional performance measurement techniques with Cacti and ways to fully customize Cacti to fit your needs.By the end of the book, you will be able to implement and extend Cacti to monitor, display, and report the performance of your network exactly the way you want.

The Cloud Computing Journey. Design and deploy resilient and secure multi-cloud systems with practical guidance

Divit Gupta, Rohit Rahi

As the need for digital transformation and remote work surges, so does the demand for cloud computing. However, the complexity of cloud architecture and the abundance of vendors and tools can be overwhelming for businesses. This book addresses the need for skilled professionals capable of designing, building, and managing scalable and resilient cloud systems to navigate the complex landscape of cloud computing through practical tips and strategies.This comprehensive cloud computing guide offers expertise and best practices for evaluating different cloud vendors and tools. Once you’ve gained a thorough understanding of cloud computing basics, you’ll delve deeper into cloud architecture, its design, and implementation. Armed with this expert insight, businesses can avoid costly mistakes, ensure that their cloud systems are secure and compliant, and build cloud systems that can adapt and grow with the business.By the end of this book, you’ll be proficient in leveraging different vendors and tools to build robust and secure cloud systems to achieve specific goals and meet business requirements.

BeagleBone: Creative Projects for Hobbyists. Build amazing BeagleBone projects and maximize your skills with projects that walk, talk, and fly!

Rodolfo Giometti, Charles A. Hamilton, Richard Grimmett

BeagleBone is a microboard PC that runs Linux. It can connect to the Internet and run OSes such as Android and Ubuntu. You can transform this tiny device into a brain for an embedded application or an endless variety of electronic inventions and prototypes.This Learning Path starts off by teaching you how to program the BeagleBone. You will create introductory projects to get yourselves acquainted with all the nitty gritty. Then we’ll focus on a series of projects that are aimed at hobbyists like you and encompass the areas of home automation and robotics. With each project, we’ll teach you how to connect several sensors and an actuator to the BeagleBone Black. We’ll also create robots for land, sea, and water. Yes, really! The books used in this Learning Path are:1. BeagleBone Black Cookbook 2. BeagleBone Home Automation Blueprints 3. Mastering BeagleBone Robotics

Becoming a Salesforce Certified Technical Architect. Prepare for the review board by practicing example-led architectural strategies and best practices

Tameem Bahri

Salesforce Certified Technical Architect (CTA) is the ultimate certification to validate your knowledge and skills when it comes to designing and building high-performance technical solutions on the Salesforce platform. The CTA certificate is granted after successfully passing the CTA review board exam, which tests your platform expertise and soft skills for communicating your solutions and vision.You’ll start with the core concepts that every architect should master, including data lifecycle, integration, and security, and build your aptitude for creating high-level technical solutions. Using real-world examples, you’ll explore essential topics such as selecting systems or components for your solutions, designing scalable and secure Salesforce architecture, and planning the development lifecycle and deployments. Finally, you'll work on two full mock scenarios that simulate the review board exam, helping you learn how to identify requirements, create a draft solution, and combine all the elements together to create an engaging story to present in front of the board or to a client in real life.By the end of this Salesforce book, you’ll have gained the knowledge and skills required to pass the review board exam and implement architectural best practices and strategies in your day-to-day work.

Programming MapReduce with Scalding. A practical guide to designing, testing, and implementing complex MapReduce applications in Scala

Antonios Chalkiopoulos

Mastering Proxmox. Master the skills you need to build a rock-solid virtualization environment with the all new Proxmox 4 - Second Edition

Wasim Ahmed

Proxmox is an open source server virtualization solution that has enterprise-class features to manage virtual machines, to be used for storage, and to virtualize both Linux and Windows application workloads.You begin with refresher on the advanced installation features and the Proxmox GUI to familiarize yourself with the Proxmox VE hypervisor. You then move on to explore Proxmox under the hood, focusing on the storage systems used with Proxmox. Moving on, you will learn to manage KVM Virtual Machines and Linux Containers and see how networking is handled in Proxmox. You will then learn how to protect a cluster or a VM with a firewall and explore the new HA features introduced in Proxmox VE 4 along with the brand new HA simulator. Next, you will dive deeper into the backup/restore strategy followed by learning how to properly update and upgrade a Proxmox node. Later, you will learn how to monitor a Proxmox cluster and all of its components using Zabbix. By the end of the book, you will become an expert at making Proxmox environments work in production environments with minimum downtime.

Mastering Linux Shell Scripting. A practical guide to Linux command-line, Bash scripting, and Shell programming - Second Edition

Mokhtar Ebrahim, Andrew Mallett

In this book, you’ll discover everything you need to know to master shell scripting and make informed choices about the elements you employ.Grab your favorite editor and start writing your best Bash scripts step by step. Get to grips with the fundamentals of creating and running a script in normal mode, and in debug mode. Learn about various conditional statements' code snippets, and realize the power of repetition and loops in your shell script. You will also learn to write complex shell scripts. This book will also deep dive into file system administration, directories, and system administration like networking, process management, user authentications, and package installation and regular expressions. Towards the end of the book, you will learn how to use Python as a BASH Scripting alternative. By the end of this book, you will know shell scripts at the snap of your fingers and will be able to automate and communicate with your system with keyboard expressions.

Clojure Data Structures and Algorithms Cookbook. 25 recipes to deeply understand and implement advanced algorithms in Clojure

Rafik Naccache

Instant Citrix Security How-to. A guide to bulletproofing your enterprise environment with the excellent security features in Citrix

Carmel Jacob

With the rise of cloud computing and virtualization comes a whole new threat to business security.  When dealing with highly confidential information you need your security to be bulletproof. This book will help you do that.Instant Citrix Security How-to will allow you to achieve simplicity in security when dealing with real life examples. This guide will give your systems that extra layer of protection when they need it most. This book could be the difference between secure data and stolen data.Starting with how to deploy a Citrix Netscaler on DMZ this book presents you with options, their uses, and features that can be enabled. In order to ensure each recipe gives you the most benefit, case studies are included to show you real life implications of your decisions.This book will guide you through the world of load balancing using both content switching and redirection. We will also discuss load balancing based on geographical location and disaster recovery methods.The number of features within each module to reduce server load and CPU is astounding and will make your life, the end user, a walk in the park.

Full Stack Development with JHipster. Build full stack applications and microservices with Spring Boot and modern JavaScript frameworks - Second Edition

Deepu K Sasidharan, Sendil Kumar Nellaiyapen, Matt Raible

JHipster is an open source development platform that allows you to easily create web apps and microservices from scratch without spending time on wiring and integrating different technologies. Updated to include JHipster 6, Java 11, Spring Boot 2.1, Vue.js, and Istio, this second edition of Full Stack Development with JHipster will help you build full stack applications and microservices seamlessly.You'll start by understanding JHipster and its associated tools, along with the essentials of full stack development, before building a monolithic web app. You'll then learn the JHipster Domain Language (JDL) with entity modeling using JDL-Studio. With this book, you'll create production-ready web apps using Spring Boot, Spring Framework, Angular, and Bootstrap, and run tests and set up continuous integration pipelines with Jenkins. As you advance, you'll learn how to convert your monoliths to microservices and how to package your application for production with various deployment options, including Heroku and Google Cloud. You'll also learn about Docker and Kubernetes, along with an introduction to the Istio service mesh. Finally, you'll build your client-side with React and Vue.js and discover JHipster's best practices.By the end of the book, you'll be able to leverage the best tools available to build modern web apps.

Creating E-Learning Games with Unity. Develop your own 3D e-learning game using gamification, systems design, and gameplay programming techniques

David Horachek

Serverless Architectures with Kubernetes. Create production-ready Kubernetes clusters and run serverless applications on them

Onur Yilmaz, Sathsara Sarathchandra

Kubernetes has established itself as the standard platform for container management, orchestration, and deployment. By learning Kubernetes, you’ll be able to design your own serverless architecture by implementing the function-as-a-service (FaaS) model.After an accelerated, hands-on overview of the serverless architecture and various Kubernetes concepts, you’ll cover a wide range of real-world development challenges faced by real-world developers, and explore various techniques to overcome them. You’ll learn how to create production-ready Kubernetes clusters and run serverless applications on them. You'll see how Kubernetes platforms and serverless frameworks such as Kubeless, Apache OpenWhisk and OpenFaaS provide the tooling to help you develop serverless applications on Kubernetes. You'll also learn ways to select the appropriate framework for your upcoming project. By the end of this book, you’ll have the skills and confidence to design your own serverless applications using the power and flexibility of Kubernetes.

Learning Hunk. A quick, practical guide to rapidly visualizing and analyzing your Hadoop data using Hunk

Dmitry Anoshin, Sergey Sheypak

Hunk is the big data analytics platform that lets you rapidly explore, analyse, and visualize data in Hadoop and NoSQL data stores. It provides a single, fluid user experience, designed to show you insights from your big data without the need for specialized skills, fixed schemas, or months of development. Hunk goes beyond typical data analysis methods and gives you the power to rapidly detect patterns and find anomalies across petabytes of raw data.This book focuses on exploring, analysing, and visualizing big data in Hadoop and NoSQL data stores with this powerful full-featured big data analytics platform.You will begin by learning the Hunk architecture and Hunk Virtual Index before moving on to how to easily analyze and visualize data using Splunk Search Language (SPL). Next you will meet Hunk Apps which can easy integrate with NoSQL data stores such as MongoDB or Sqqrl. You will also discover Hunk knowledge objects, build a semantic layer on top of Hadoop, and explore data using the friendly user-interface of Hunk Pivot. You will connect MongoDB and explore data in the data store. Finally, you will go through report acceleration techniques and analyze data in the AWS Cloud.

Ionic 2 Cookbook. The rich flavors of Ionic at your disposal - Second Edition

Hoc Phan

Developing real-time apps is the need of the hour, and apps that deal with humongous amounts of user data and real-time information that needs to be updated frequently are in high demand. Currently, one of the most popular frameworks for this task is Ionic Framework, which is undergoing a major makeover.This book will get you started with Ionic and help you create Angular 2 components that interact with templates. From there, you’ll work with Ionic components and find out how to share data efficiently between them. You’ll discover how to make the best use of the REST API to handle back-end services and then move on to animating the application to make it look pretty. You’ll learn to add in a local push notification in order to test the app. You’ll work with Cordova to support native functionalities on both iOS and Android. From there, you’ll get to grips with using the default themes for each platform as well as customizing your own. Finally, you’ll see how best to deploy your app to different platforms.This book will solve all your Ionic-related issues through dedicated recipes that will help you get the best out of Ionic.