Getting Started with Greenplum for Big Data Analytics. A hands-on guide on how to execute an analytics project from conceptualization to operationalization using Greenplum

Sunila Gollapudi

Organizations are leveraging the use of data and analytics to gain a competitive advantage over their opposition. Therefore, organizations are quickly becoming more and more data driven. With the advent of Big Data, existing Data Warehousing and Business Intelligence solutions are becoming obsolete, and a requisite for new agile platforms consisting of all the aspects of Big Data has become inevitable. From loading/integrating data to presenting analytical visualizations and reports, the new Big Data platforms like Greenplum do it all. It is now the mindset of the user that requires a tuning to put the solutions to work.Getting Started with Greenplum for Big Data Analytics is a practical, hands-on guide to learning and implementing Big Data Analytics using the Greenplum Integrated Analytics Platform. From processing structured and unstructured data to presenting the results/insights to key business stakeholders, this book explains it all.Getting Started with Greenplum for Big Data Analytics discusses the key characteristics of Big Data and its impact on current Data Warehousing platforms. It will take you through the standard Data Science project lifecycle and will lay down the key requirements for an integrated analytics platform. It then explores the various software and appliance components of Greenplum and discusses the relevance of each component at every level in the Data Science lifecycle.You will also learn Big Data architectural patterns and recap some key advanced analytics techniques in detail. The book will also take a look at programming with R and integration with Greenplum for implementing analytics. Additionally, you will explore MADlib and advanced SQL techniques in Greenplum for analytics. This book also elaborates on the physical architecture aspects of Greenplum with guidance on handling high-availability, back-up, and recovery.

Hands-On Financial Modeling with Microsoft Excel 2019. Build practical models for forecasting, valuation, trading, and growth analysis using Excel 2019

Shmuel Oluwa

Financial modeling is a core skill required by anyone who wants to build a career in finance. Hands-On Financial Modeling with Microsoft Excel 2019 explores terminologies of financial modeling with the help of Excel.This book will provides you with an overview of the steps you should follow to build an integrated financial model. You will explore the design principles, functions, and techniques of building models in a practical manner. Starting with the key concepts of Excel, such as formulas and functions, you will learn about referencing frameworks and other advanced components for building financial models. Later chapters will help you understand your financial projects, build assumptions, and analyze historical data to develop data-driven models and functional growth drivers. The book takes an intuitive approach to model testing and covers best practices and practical use cases.By the end of this book, you will have examined the data from various use cases, and have the skills you need to build financial models to extract the information required to make informed business decisions.

Mastering Veeam Backup & Replication. Secure backup with Veeam 11 for defending your data and accelerating your data protection strategy - Second Edition

Chris Childerhose

Veeam is one of the leading modern data protection solutions, making it a necessary skill for anyone responsible for securing virtual environments. This revised second edition of Mastering Veeam Backup & Replication is updated to cover Veeam version 11. The book guides you through implementing modern data protection solutions for your cloud and virtual infrastructure with Veeam, all while helping you master advanced concepts such as Continuous Data Protection (CDP), extended object storage support, Veeam ONE enhancements, and Orchestrator.Starting with Veeam essentials, including installation, best practices, and optimizations for Veeam Backup & Replication, you'll get to grips with the 3-2-1-1-0 rule to safeguard data. You'll understand how to set up a backup server, proxies, repositories, and more and then advance to cover a powerful feature of Veeam 11 – CDP. As you progress, you'll learn about immutability (also known as hardened repositories) and discover the best practices for creating them. Finally, you'll explore the new proxy option available in Linux and become well-versed with advanced topics such as extended object storage support, Veeam ONE enhancements, and Orchestrator.By the end of this Veeam book, you'll be able to implement Veeam Backup & Replication for securing your environment and enabling disaster recovery.

Spring MVC: Beginner's Guide. Unleash the power of the latest Spring MVC 4.x to develop a complete application - Second Edition

Amuthan Ganeshan

Spring MVC helps you build flexible and loosely coupled web applications. The Spring MVC Framework is architected and designed in such a way that every piece of logic and functionality is highly configurable. Also, Spring can integrate effortlessly with other popular web frameworks such as Struts, WebWork, Java Server Faces, and Tapestry. The book progressively teaches you to configure the Spring development environment, architecture, controllers, libraries, and more before moving on to developing a full web application. It begins with an introduction to the Spring development environment and architecture so you're familiar with the know-hows. From here, we move on to controllers, views, validations, Spring Tag libraries, and more. Finally, we integrate it all together to develop a web application. You'll also get to grips with testing applications for reliability.

Mastering Reinforcement Learning with Python. Build next-generation, self-learning models using reinforcement learning techniques and best practices

Enes Bilgin

Reinforcement learning (RL) is a field of artificial intelligence (AI) used for creating self-learning autonomous agents. Building on a strong theoretical foundation, this book takes a practical approach and uses examples inspired by real-world industry problems to teach you about state-of-the-art RL.Starting with bandit problems, Markov decision processes, and dynamic programming, the book provides an in-depth review of the classical RL techniques, such as Monte Carlo methods and temporal-difference learning. After that, you will learn about deep Q-learning, policy gradient algorithms, actor-critic methods, model-based methods, and multi-agent reinforcement learning. Then, you'll be introduced to some of the key approaches behind the most successful RL implementations, such as domain randomization and curiosity-driven learning.As you advance, you’ll explore many novel algorithms with advanced implementations using modern Python libraries such as TensorFlow and Ray’s RLlib package. You’ll also find out how to implement RL in areas such as robotics, supply chain management, marketing, finance, smart cities, and cybersecurity while assessing the trade-offs between different approaches and avoiding common pitfalls.By the end of this book, you’ll have mastered how to train and deploy your own RL agents for solving RL problems.

Cybersecurity Threats, Malware Trends, and Strategies. Discover risk mitigation strategies for modern threats to your organization - Second Edition

Tim Rains, Timothy Youngblood CISSP

Tim Rains is Microsoft's former Global Chief Security Advisor and Amazon Web Services’ former Global Security Leader for Worldwide Public Sector. He has spent the last two decades advising private and public sector organizations all over the world on cybersecurity strategies.Cybersecurity Threats, Malware Trends, and Strategies, Second Edition builds upon the success of the first edition that has helped so many aspiring CISOs, and cybersecurity professionals understand and develop effective data-driven cybersecurity strategies for their organizations. In this edition, you’ll examine long-term trends in vulnerability disclosures and exploitation, regional differences in malware infections and the socio-economic factors that underpin them, and how ransomware evolved from an obscure threat to the most feared threat in cybersecurity. You’ll also gain valuable insights into the roles that governments play in cybersecurity, including their role as threat actors, and how to mitigate government access to data. The book concludes with a deep dive into modern approaches to cybersecurity using the cloud.By the end of this book, you will have a better understanding of the threat landscape, how to recognize good Cyber Threat Intelligence, and how to measure the effectiveness of your organization's cybersecurity strategy.

Hack the Cybersecurity Interview. Navigate Cybersecurity Interviews with Confidence, from Entry-level to Expert roles - Second Edition

Christophe Foulon, Ken Underhill, Tia Hopkins

The cybersecurity field is evolving rapidly, and so are the interviews for cybersecurity roles. Hack the Cybersecurity Interview, Second Edition, is the essential guide for anyone aiming to navigate this changing landscape.This edition, updated and expanded, addresses how to fi nd cybersecurity jobs in tough job markets and expands upon the original cybersecurity career paths. It offers invaluableinsights into various cybersecurity roles, such as cybersecurity engineer, penetration tester, cybersecurity product manager, and cybersecurity project manager, focusing on succeeding in interviews. This book stands outwith its real-world approach, expert insights, and practical tips. It's not just a preparation guide; it's your key to unlocking success in the highly competitive field of cybersecurity.By the end of this book, you will be able to answer behavioural and technical questions and effectively demonstrate your cybersecurity knowledge.

Instant Brainshark. Convert your boring, outdated slideshows into engaging and powerful audio presentations using BrainShark

Daniel Li

Brainshark's audio annotation system is a power presentation tool that allows you to convert your boring, outdated slideshows into engaging and powerful audio presentations. Alongside its mobile functionality and customer feedback capabilities, it provides an easy-to-use interface for anyone from account executives to sales directors.Instant Brainshark will quickly get you started with creating online presentations and web presentations following best practices. The book covers the basics of BrainShark and explores a variety of best practices in both Internet marketing and presentation design to help you build effective and powerful presentations.Instant Brainshark will start you off with the basic functionality of BrainShark in order to introduce you to the best practices involved in presentation design. Then, it will guide you through a series of important and useful recipes that will show you how to reach customers via various marketing channels.You will learn how to find customers through social media networks, whether they be on a desktop computer or mobile device, as well as how to get feedback from your valued customers. You will also dig into BrainShark's audio annotation system and learn how to get the most out of it by following the recommended guidelines. Lastly, the book will guide you through a recipe on how to upload your BrainShark audio presentations as videos on YouTube, furthering the exposure of your presentations.Using Instant Brainshark, you will learn everything you need to know, from starting your first presentation and applying audio annotations to sharing it across multiple social media websites and retrieving customer feedback.