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Podcasts
Chinmay Arankalle, Gareth Dwyer, Bas Geerdink, Kunal Gera, ...
Social networking sites see an average of 350 million uploads daily - a quantity impossible for humans to scan and analyze. Only AI can do this job at the required speed, and to leverage an AI application at its full potential, you need an efficient and scalable data storage pipeline. The Artificial Intelligence Infrastructure Workshop will teach you how to build and manage one.The Artificial Intelligence Infrastructure Workshop begins taking you through some real-world applications of AI. You’ll explore the layers of a data lake and get to grips with security, scalability, and maintainability. With the help of hands-on exercises, you’ll learn how to define the requirements for AI applications in your organization. This AI book will show you how to select a database for your system and run common queries on databases such as MySQL, MongoDB, and Cassandra. You’ll also design your own AI trading system to get a feel of the pipeline-based architecture. As you learn to implement a deep Q-learning algorithm to play the CartPole game, you’ll gain hands-on experience with PyTorch. Finally, you’ll explore ways to run machine learning models in production as part of an AI application.By the end of the book, you’ll have learned how to build and deploy your own AI software at scale, using various tools, API frameworks, and serialization methods.
Flask is a popular Python framework known for its lightweight and modular design. Mastering Flask Web Development will take you on a complete tour of the Flask environment and teach you how to build a production-ready application. You'll begin by learning about the installation of Flask and basic concepts such as MVC and accessing a database using an ORM. You will learn how to structure your application so that it can scale to any size with the help of Flask Blueprints. You'll then learn how to use Jinja2 templates with a high level of expertise. You will also learn how to develop with SQL or NoSQL databases, and how to develop REST APIs and JWT authentication. Next, you'll move on to build role-based access security and authentication using LDAP, OAuth, OpenID, and database. Also learn how to create asynchronous tasks that can scale to any load using Celery and RabbitMQ or Redis. You will also be introduced to a wide range of Flask extensions to leverage technologies such as cache, localization, and debugging. You will learn how to build your own Flask extensions, how to write tests, and how to get test coverage reports. Finally, you will learn how to deploy your application on Heroku and AWS using various technologies, such as Docker, CloudFormation, and Elastic Beanstalk, and will also learn how to develop Jenkins pipelines to build, test, and deploy applications.
Hyper-V 2016 Best Practices. Click here to enter text
Hyper-V Server and Windows Server 2016 with Hyper-V provide best-in-class virtualization capabilities. Hyper-V is a Windows-based, very cost-effective virtualization solution with easy-to-use and well-known administrative consoles.This book will assist you in designing, implementing, and managing highly effective and highly available Hyper-V infrastructures. With an example-oriented approach, this book covers all the different tips and suggestions to configure Hyper-V and provides readers with real-world proven solutions. This book begins by deploying single clusters of High Availability Hyper-V systems including the new Nano Server. This is followed by steps to configure the Hyper-V infrastructure components such as storage and network. It also touches on necessary processes such as backup and disaster recovery for optimal configuration. The book does not only show you what to do and how to plan the different scenarios, but it also provides in-depth configuration options. These scalable and automated configurations are then optimized via performance tuning and central management ensuring your applications are always the best they can be.
Microsoft Dynamics GP 2010 Reporting. Create and manage business reports with Dynamics GP
Chris Liley, Christopher Liley, David Duncan
Resources such as the book you now hold in your hand are critical to taking the extra step in uncovering the trends locked deep within your data. Not only will this book offer insight into the many reporting tools currently available for GP, it will also offer a unique perspective on how each reporting tool can be used to meet specific challenges faced by your organization- Errol Schoenfish, a member of the Microsoft Dynamics community for over 24 yearsMicrosoft Dynamics GP 2010 is a sophisticated Enterprise Resource Planning (ERP) system with a multitude of features and options. Microsoft Dynamics GP enables you to create and manage a variety of reports that help small and mid-size businesses effectively manage their financial and operational data.This book will show you how to create and manage reports, know what tools to use and when, how to use them and where to find the data based on how it's being entered into the system with Dynamics GP.This book will empower you with the tools and reports necessary to use Dynamics GP data in making key business decisions. The book addresses the many challenges and frustrations a company may face when preparing to build new reports. Then it moves on to explain how to find your data in the GP system and company databases. The book then dives deep into topics such as SmartLists, SL Builder and Excel Report Builder, Report Writer, SSRS Report Library, and Analysis Cubes Design and Management Reporter amongst others. With this knowledge in hand, you will be capable of selecting the most effective tool for the current reporting environment.
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.
Srinivasa Rao Aravilli, Sam Hamilton
– In an era of evolving privacy regulations, compliance is mandatory for every enterprise – Machine learning engineers face the dual challenge of analyzing vast amounts of data for insights while protecting sensitive information – This book addresses the complexities arising from large data volumes and the scarcity of in-depth privacy-preserving machine learning expertise, and covers a comprehensive range of topics from data privacy and machine learning privacy threats to real-world privacy-preserving cases – As you progress, you’ll be guided through developing anti-money laundering solutions using federated learning and differential privacy – Dedicated sections will explore data in-memory attacks and strategies for safeguarding data and ML models – You’ll also explore the imperative nature of confidential computation and privacy-preserving machine learning benchmarks, as well as frontier research in the field – Upon completion, you’ll possess a thorough understanding of privacy-preserving machine learning, equipping them to effectively shield data from real-world threats and attacks
Mastering HTML5 Forms. Create dynamic and responsive web forms with this in - depth, hands-on guide
HTML5 has given web developers the ability to easily develop sites and applications which, previously, were extremely time consuming. Now, they can not only build visually stunning forms and web pages, but can also increase the scope of their applications, as well as collect valuable user inputs and data through customized forms.This practical guide will teach you how to create responsive forms, and how to link them to the database. This will enable you to take advantage of the power behind HTML5 elements for building forms, and make the user interfaces attractive and more interactive.Explore the benefits of web forms, and learn how to create them using new HTML5 form elements. This guide will take you through a number of clear, practical examples that will help you to take advantage of the forms built and customized using HTML5 and related technologies, quickly and painlessly. Your ability to build responsive forms will be enhanced throughout the book.You will also learn about the necessity of validations, CSS3 properties for improving the look of the form, and how to link the form to the server. Lastly, you will learn to make the standard forms responsive by making them compatible with desktops and mobile devices.
Windows Workflow Foundation 4.0 (WF) is a significant part of .NET Framework 4.0. WF makes workflow technology available to every single programmer that uses the .NET Framework 4.0. It is easy to create long running and distributed programs using WF with the right knowledge. With this book, you will discover that working with workflows is easy.This book provides both step-by-step recipes and relevant background information. It covers all the important aspects of Windows Workflow Foundation 4.0. The best thing about this book is that all recipes are based on real-world experiences of Andrew Zhu. Andrew is a global WF and BizTalk technology support engineer for Microsoft. This book covers everything you need to know, when working with workflows. Get to grips with flow control activities, messaging, and transaction processes with easy to understand steps followed by explanations. You will quickly learn to use collection and custom WF activities and WF services.You will see recipes that illustrate integration of Windows Workflow with other applications such as WPF, ASP.NET, WCF service.Lastly, you will discover how easily you can customize W4 Designer with WF rule engine and others.
The great free lunch of performance taking care of itself is over. Until recently, programs got faster by themselves as CPUs were upgraded, but that doesn't happen anymore. The clock frequency of new processors has almost peaked, and while new architectures provide small improvements to existing programs, this only helps slightly. To write efficient software, you now have to know how to program by making good use of the available computing resources, and this book will teach you how to do that.The Art of Efficient Programming covers all the major aspects of writing efficient programs, such as using CPU resources and memory efficiently, avoiding unnecessary computations, measuring performance, and how to put concurrency and multithreading to good use. You'll also learn about compiler optimizations and how to use the programming language (C++) more efficiently. Finally, you'll understand how design decisions impact performance.By the end of this book, you'll not only have enough knowledge of processors and compilers to write efficient programs, but you'll also be able to understand which techniques to use and what to measure while improving performance. At its core, this book is about learning how to learn.
User Training for Busy Programmers. Develop effective software training classes quickly and easily
If you need to write a successful software training course and are unsure of how to start, then this book gets right to the point with clear, concise directions for developing an end-user software course. This step-by-step job aid walks you through the process of developing a successful, instructor-led software class. There are many good books on training theory. This book takes a more practical, condensed approach for when you don't have time to learn training theory. It is based on fifteen years of technical writing and training experience. In under 100 pages, the book guides you through the process of developing an end-user software course using a method that is tested, proven, and based upon sound instructional theory.
Want to build and deploy microservices, but don’t know where to start? Welcome to Microservices with Spring Boot and Spring Cloud.This edition features the most recent versions of Spring, Java, Kubernetes, and Istio, demonstrating faster and simpler handling of Spring Boot, local Kubernetes clusters, and Istio installation. The expanded scope includes native compilation of Spring-based microservices, support for Mac and Windows with WSL2, and an introduction to Helm 3 for packaging and deployment. A revamped security chapter now follows the OAuth 2.1 specification and makes use of the newly launched Spring Authorization Server from the Spring team.You’ll start with a set of simple cooperating microservices, then add persistence and resilience, make your microservices reactive, and document their APIs using OpenAPI.Next, you’ll learn how fundamental design patterns are applied to add important functionality, such as service discovery with Netflix Eureka and edge servers with Spring Cloud Gateway. You’ll deploy your microservices using Kubernetes and adopt Istio, then explore centralized log management using the Elasticsearch, Fluentd, and Kibana (EFK) stack, and then monitor microservices using Prometheus and Grafana.By the end of this book, you'll be building scalable and robust microservices using Spring Boot and Spring Cloud.
Allen Chan, Kevin Trinh, Guilhem Molines, Suzette Samoojh, ...
COVID-19 has made many businesses change how they work, change how they engage their customers, and even change their products. Several of these businesses have also recognized the need to make these changes within days as opposed to months or weeks. This has resulted in an unprecedented pace of digital transformation; and success, in many cases, depends on how quickly an organization can react to real-time decisions.This book begins by introducing you to IBM Cloud Pak for Business Automation, providing a hands-on approach to project implementation. As you progress through the chapters, you’ll learn to take on business problems and identify the relevant technology and starting point. Next, you’ll find out how to engage both the business and IT community to better understand business problems, as well as explore practical ways to start implementing your first automation project. In addition, the book will show you how to create task automation, interactive chatbots, workflow automation, and document processing. Finally, you’ll discover deployment best practices that’ll help you support highly available and resilient solutions.By the end of this book, you’ll have a firm grasp on the types of business problems that can be solved with IBM Cloud Pak for Business Automation.
Event-driven architecture in Golang is an approach used to develop applications that shares state changes asynchronously, internally, and externally using messages. EDA applications are better suited at handling situations that need to scale up quickly and the chances of individual component failures are less likely to bring your system crashing down. This is why EDA is a great thing to learn and this book is designed to get you started with the help of step-by-step explanations of essential concepts, practical examples, and more.You’ll begin building event-driven microservices, including patterns to handle data consistency and resiliency. Not only will you learn the patterns behind event-driven microservices but also how to communicate using asynchronous messaging with event streams. You’ll then build an application made of several microservices that communicates using both choreographed and orchestrated messaging.By the end of this book, you’ll be able to build and deploy your own event-driven microservices using asynchronous communication.
React hook creates a unique solution for using states in function components to orchestrate UI communication. They provide you with an easy interface to write custom data management solutions with low development and maintenance costs. Understanding how Hooks are designed enables you to use them more effectively, and this book helps you to do just that.This book starts with a custom-crafted solution to reveal why Hooks are needed in the first place. You will learn about the React engine and discover how each built-in Hook can manage a persistent value by hooking into it. You will walk through the design and implementation of each hook with code so that you gain a solid understanding. Finally, you'll get to grips with each Hook's pitfalls and find out how to effectively overcome them.By the end of this React book, you'll have gained the confidence to build and write Hooks for developing functional and efficient web applications at scale.
Shira Rubinoff's Cyber Minds brings together the top authorities in cybersecurity to discuss the emergent threats that face industries, societies, militaries, and governments today.With new technology threats, rising international tensions, and state-sponsored cyber attacks, cybersecurity is more important than ever. Cyber Minds serves as a strategic briefing on cybersecurity and data safety, collecting expert insights from sector security leaders, including:General Gregory Touhill, former Federal Chief Information Security Officer of the United StatesKevin L. Jackson, CEO and Founder, GovCloudMark Lynd, Digital Business Leader, NETSYNCJoseph Steinberg, Internet Security advisor and thought leaderJim Reavis, Co-Founder and CEO, Cloud Security AllianceDr. Tom Kellerman, Chief Cybersecurity Officer for Carbon Black Inc and Vice Chair of Strategic Cyber Ventures BoardMary Ann Davidson, Chief Security Officer, OracleDr. Sally Eaves, Emergent Technology CTO, Global Strategy Advisor – Blockchain AI FinTech, Social Impact award winner, keynote speaker and authorDr. Guenther Dobrauz, Partner with PwC in Zurich and Leader of PwC Legal SwitzerlandBarmak Meftah, President, AT&T CybersecurityCleve Adams, CEO, Site 1001 (AI and big data based smart building company)Ann Johnson, Corporate Vice President – Cybersecurity Solutions Group, MicrosoftBarbara Humpton, CEO, Siemens USABusinesses and states depend on effective cybersecurity. This book will help you to arm and inform yourself on what you need to know to keep your business – or your country – safe.
Antony Reynolds, Matt Wright, Matthew Wright
We are moving towards a standards-based Service-Oriented Architecture (SOA), where IT infrastructure is continuously adapted to keep up with the pace of business change. Oracle is at the forefront of this vision, with the Oracle SOA Suite providing the most comprehensive, proven, and integrated tool kit for building SOA-based applications.Developers and Architects using the Oracle SOA Suite, whether working on integration projects, building composite applications, or specializing in implementations of Oracle Applications, need a hands-on guide on how best to harness and apply this technology. This book will guide you on using and applying the Oracle SOA Suite to solve real-world problems, enabling you to quickly learn and master the technology and its applications.This book is a major update to Oracle SOA Suite Developer's Guide, which covered 10gR3. It is completely updated for Oracle SOA Suite 11gR1, with 40% new material, including detailed coverage of newer components, such as: the Mediator, the new Rules Editor, the Event Delivery Network, Service Data Objects, and the Meta Data Repository. There is also a complete additional chapter on advanced SOA Architecture including message delivery, transaction handling and clustering considerations.The initial section of the book provides you with a detailed hands-on tutorial to each of the core components that make up the Oracle SOA Suite. Once you are familiar with the various pieces of the SOA Suite and what they do, the next question will typically be:What is the best way to use and combine all of these different components to implement a real-world SOA solution?Answering this question is the goal of the next section. Using a working example of an online auction site (oBay), it leads you through key SOA design considerations in implementing a robust solution that is designed for change.The final section addresses non-functional considerations and covers the packaging, deployment, and testing of SOA applications. It then details how to secure and administer SOA applications.
Begin your journey into PHP programming and algorithmic thinking with a structured, detailed course that takes you from understanding the basic components of a computer to mastering complex decision control and loop structures. Each chapter builds on the previous one, starting with an introduction to how computers work and gradually progressing to more complex topics like decision control structures, loop structures, arrays, and subprograms.You'll start with foundational concepts such as variables, constants, and operators, before diving into more advanced topics like manipulating strings, handling input and output, and developing complex mathematical expressions. The course emphasizes practical application, guiding you through the use of Visual Studio Code, integrated development environments, and essential software packages.By the end of this book, you will have a solid understanding of PHP programming and algorithmic thinking, enabling you to write efficient code, develop your own subprograms, and utilize various control structures and arrays effectively. This course is tailored for beginners, ensuring a smooth learning curve with tips, tricks, and exercises to reinforce your knowledge, and prepare you with the necessary skills needed to be a programmer.
PDO is lighter, faster, and more powerful than existing PHP data abstraction interfaces. PDO is a common interface to different databases that must be used with a database-specific PDO driver to access a particular database server: the PDO extension does not provide a database abstraction by itself; it doesn't rewrite SQL, emulate missing database features, or perform any database functions using by itself. It performs the same role as other classic database abstraction layers such as ODBC and JDBC: it's a query abstraction layer that abstracts the mechanism for accessing a database and manipulating the returned records; each database driver that implements the PDO interface can also expose database-specific features as regular extension functions. ¬ PDO ships with PHP 5.1, and is available as an extension for PHP 5.0; it requires the new object-oriented features of PHP 5, and cannot run with earlier versions of PHP.This book will teach you how to use the PDO, including its advanced features. Readers need to be aware of the basics of data abstraction and should be familiar with PHP.