Python: End-to-end Data Analysis. Leverage the power of Python to clean, scrape, analyze, and visualize your data

Ivan Idris, Luiz Felipe Martins, Martin Czygan, Phuong Vo.T.H, ...

Data analysis is the process of applying logical and analytical reasoning to study each component of data present in the system. Python is a multi-domain, high-level, programming language that offers a range of tools and libraries suitable for all purposes, it has slowly evolved as one of the primary languages for data science. Have you ever imagined becoming an expert at effectively approaching data analysis problems, solving them, and extracting all of the available information from your data? If yes, look no further, this is the course you need!In this course, we will get you started with Python data analysis by introducing the basics of data analysis and supported Python libraries such as matplotlib, NumPy, and pandas. Create visualizations by choosing color maps, different shapes, sizes, and palettes then delve into statistical data analysis using distribution algorithms and correlations. You’ll then find your way around different data and numerical problems, get to grips with Spark and HDFS, and set up migration scripts for web mining. You’ll be able to quickly and accurately perform hands-on sorting, reduction, and subsequent analysis, and fully appreciate how data analysis methods can support business decision-making. Finally, you will delve into advanced techniques such as performing regression, quantifying cause and effect using Bayesian methods, and discovering how to use Python’s tools for supervised machine learning.The course provides you with highly practical content explaining data analysis with Python, from the following Packt books:1. Getting Started with Python Data Analysis.2. Python Data Analysis Cookbook.3. Mastering Python Data Analysis.By the end of this course, you will have all the knowledge you need to analyze your data with varying complexity levels, and turn it into actionable insights.

AWS SysOps Cookbook. Practical recipes to build, automate, and manage your AWS-based cloud environments - Second Edition

Eric Z. Beard, Rowan Udell, Lucas Chan

AWS is an on-demand remote computing service providing cloud infrastructure over the internet with storage, bandwidth, and customized support for APIs. This updated second edition will help you implement these services and efficiently administer your AWS environment.You will start with the AWS fundamentals and then understand how to manage multiple accounts before setting up consolidated billing. The book will assist you in setting up reliable and fast hosting for static websites, sharing data between running instances and backing up data for compliance. By understanding how to use compute service, you will also discover how to achieve quick and consistent instance provisioning. You’ll then learn to provision storage volumes and autoscale an app server. Next, you’ll explore serverless development with AWS Lambda, and gain insights into using networking and database services such as Amazon Neptune. The later chapters will focus on management tools like AWS CloudFormation, and how to secure your cloud resources and estimate costs for your infrastructure. Finally, you’ll use the AWS well-architected framework to conduct a technology baseline review self-assessment and identify critical areas for improvement in the management and operation of your cloud-based workloads.By the end of this book, you’ll have the skills to effectively administer your AWS environment.

PrestaShop 1.5 Beginner's Guide. Build your own attractive online store with this fast and flexible e-commerce solution - Second Edition

Jose A. Tizon, John Horton

PrestaShop is an open source, e-commerce solution which allows you to build a highly functional, flexible, and attractive online store.InPrestaShop 1.5 Beginner's Guide you will learn how to set up, extend, and personalize your own online shop. Newly updated to focus on PrestaShop 1.5, this book features descriptive and practical tutorials on everything you need to make a splash in the world of e-commerce.If you want to start selling your products online but are a bit daunted about shipping, tax, and designing your online presence, then this is the book for you.This practical book starts by showing you how to download, install, and configure your own shop. Using a step-by-step approach, this book takes you through the processes required to create a fully functioning online shop with the potential to make you serious money.With distinct chapters on the methods required to make your products stand out to your customers better, this title will enable you to create and customize a vivid, online presence to get people visiting your store and buying your goods.Targeting further sales, this book then shows you how to develop a targeted search engine optimization campaign to get new customers and keep existing customers returning. From here you will learn how to tackle complicated tax rates and shipping costs efficiently and with less hassle to ensure your customers are satisfied with your service.If you want to start your own e-commerce business using PrestaShop, then this book will show you how.

Realistic Asset Creation with Adobe Substance 3D. Create materials, textures, filters, and 3D models using Substance 3D Painter, Designer, and Stager

Zeeshan Jawed Shah

Adobe Substance 3D is a comprehensive suite complete with everything an artist needs to create stunning 3D digital materials. Getting a grip on the ecosystem of apps can be challenging for beginners, which is where Realistic Asset Creation with Adobe Substance 3D comes in!This practical guide doesn't bombard you with reams of textual information. Instead, you get an interactive, project-based book that’ll help you gain sound knowledge of Adobe Substance 3D and set you on the right path toward a career in 3D design. You’ll start off with the rudiments of Adobe Substance 3D Painter, which will enable you to acquire the skills needed to work with layers, masks, shelves, textures, and more. Next, you’ll move on to Adobe Substance 3D Designer and become well-acquainted with this node-based design tool as you progress through the chapters. The final section is devoted to Adobe Substance 3D Stager, which teaches you to build complex 3D scenes and visualize your edits in real time.By the end of this Adobe book, you’ll have gained a solid understanding of Adobe Substance 3D and developed the skills to build a comprehensive portfolio of work, setting you up for a lucrative career in 3D design.

Cybersecurity - Attack and Defense Strategies. Infrastructure security with Red Team and Blue Team tactics

Yuri Diogenes, Dr. Erdal Ozkaya

The book will start talking about the security posture before moving to Red Team tactics, where you will learn the basic syntax for the Windows and Linux tools that are commonly used to perform the necessary operations. You will also gain hands-on experience of using new Red Team techniques with powerful tools such as python and PowerShell, which will enable you to discover vulnerabilities in your system and how to exploit them. Moving on, you will learn how a system is usually compromised by adversaries, and how they hack user's identity, and the various tools used by the Red Team to find vulnerabilities in a system.In the next section, you will learn about the defense strategies followed by the Blue Team to enhance the overall security of a system. You will also learn about an in-depth strategy to ensure that there are security controls in each network layer, and how you can carry out the recovery process of a compromised system. Finally, you will learn how to create a vulnerability management strategy and the different techniques for manual log analysis.

Microsoft System Center Configuration Manager. Deploy a scalable solution by ensuring high availability and disaster recovery using Configuration Manager with this book and

Marius Sandbu

Microsoft Configuration Manager is both extensive and complex, and for many, it is the primary tool for Enterprise management. With each new release, Configuration Manager continually proves itself to be the ultimate solution for managing both clients and mobile devices.This book covers in detailed and easy-to-understand steps how to set up highly available Configuration Manager roles and backend services such as SQL, DNS, and AD. You will learn how to plan for high availability, what kind of roles there are, and how they scale.The book starts by examining what needs to be taken into account when planning for high availability before moving on to focus on the different roles and how they can be set up. The book will also go through different scenarios as well as various backup and recovery procedures. You will learn how to identify bottlenecks within the different components and create sample design scenarios for high availability on Configuration Manager. The book will also look at the different high availability options and how to deploy them.

Tcl/Tk 8.5 Programming Cookbook. With over 100 recipes, this Cookbook is ideal for both beginners and advanced Tcl/Tk programmers. From the basics to creating applications, it’s full of indispensable tips and tricks to make the most of the language

Bert Wheeler, Delbert A Wheeler, Clif Flynt

With Tcl/Tk, you can create full-featured cross-platform applications in a simple and easy-to-understand way without any expensive development package; the only tools required are a simple text editor and your imagination. This practical cookbook will help you to efficiently interact with editors, debuggers, and shell type interactive programs using Tcl/Tk 8. This cookbook will comprehensively guide you through practical implementation of Tcl/Tk 8.5 commands and tools.This book will take you through all the steps needed to become a productive programmer in Tcl/Tk 8. Right from guiding you through the basics to creating a stand-alone application, it provides complete explanation of all the steps along with handy tips and tricks.The book begins with an introduction to the Tcl shell, syntax, variables, and programming best practices in the language. It then explores procedures and the flow of events with control constructs followed by advanced error trapping and recovery. From Chapter 4, a detailed study of string expressions and handling enables you to handle various string functions and use lists to expand the string functionality. The book then discusses in-depth the Tcl Dictionary and how to utilize it to store and retrieve data. File operations and Tk GUI handling are covered extensively along with a developing a real-world address book application to practice the concepts learned.

Mastering Adobe Captivate 8. Create responsive demonstrations, simulations, and quizzes for multiscreen delivery with Adobe Captivate

Damien Bruyndonckx