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This book explores an extensive range of machine learning techniques uncovering hidden tricks and tips for several types of data using practical and real-world examples. While machine learning can be highly theoretical, this book offers a refreshing hands-on approach without losing sight of the underlying principles. Inside, a full exploration of the various algorithms gives you high-quality guidance so you can begin to see just how effective machine learning is at tackling contemporary challenges of big dataThis is the only book you need to implement a whole suite of open source tools, frameworks, and languages in machine learning. We will cover the leading data science languages, Python and R, and the underrated but powerful Julia, as well as a range of other big data platforms including Spark, Hadoop, and Mahout. Practical Machine Learning is an essential resource for the modern data scientists who want to get to grips with its real-world application.With this book, you will not only learn the fundamentals of machine learning but dive deep into the complexities of real world data before moving on to using Hadoop and its wider ecosystem of tools to process and manage your structured and unstructured data. You will explore different machine learning techniques for both supervised and unsupervised learning; from decision trees to Naïve Bayes classifiers and linear and clustering methods, you will learn strategies for a truly advanced approach to the statistical analysis of data. The book also explores the cutting-edge advancements in machine learning, with worked examples and guidance on deep learning and reinforcement learning, providing you with practical demonstrations and samples that help take the theory–and mystery–out of even the most advanced machine learning methodologies.
Olly Connelly, Oliver W Connelly
Most likely – today – some hacker tried to crack your WordPress site, its data and content – maybe once but, with automated tools, very likely dozens or hundreds of times. There's no silver bullet but if you want to cut the odds of a successful attack from practically inevitable to practically zero, read this book.WordPress 3 Ultimate Security shows you how to hack your site before someone else does. You'll uncover its weaknesses before sealing them off, securing your content and your day-to-day local-to-remote editorial process. This is more than some 10 Tips ... guide. It's ultimate protection – because that's what you need.Survey your network, using the insight from this book to scan for and seal the holes before galvanizing the network with a rack of cool tools. Solid!The WordPress platform is only as safe as the weakest network link, administrator discipline, and your security knowledge. We'll cover the bases, underpinning your working process from any location, containing content, locking down the platform, your web files, the database, and the server. With that done, your ongoing security is infinitely more manageable.Covering deep-set security yet enjoyable to read, WordPress 3 Ultimate Security will multiply your understanding and fortify your site.
Cloud technologies have made building a defense-in-depth security strategy of paramount importance. Without proper planning and discipline in deploying the security posture across Microsoft 365 and Azure, you are compromising your infrastructure and data. Microsoft Security, Compliance, and Identity Fundamentals is a comprehensive guide that covers all of the exam objectives for the SC-900 exam while walking you through the core security services available for Microsoft 365 and Azure.This book starts by simplifying the concepts of security, compliance, and identity before helping you get to grips with Azure Active Directory, covering the capabilities of Microsoft’s identity and access management (IAM) solutions. You'll then advance to compliance center, information protection, and governance in Microsoft 365. You'll find out all you need to know about the services available within Azure and Microsoft 365 for building a defense-in-depth security posture, and finally become familiar with Microsoft's compliance monitoring capabilities.By the end of the book, you'll have gained the knowledge you need to take the SC-900 certification exam and implement solutions in real-life scenarios.
Nigel King, Adil R Khan, Adil Khan
It seems that every year since the Enron collapse there has been a fresh debacle that refuses to lower the spotlight from corporate Governance, Risk, and Compliance management.Before Sarbanes Oxely forced company managers to become risk conscious, if you asked a chief executive whether he thought he had adequate internal controls, the most likely answer would have been What is an internal control? This is clearly no longer the case. Every week some story breaks detailing a lack of good governance, a failure to plan for a foreseeable catastrophe or a failure to comply with an important law or regulation. These stories bring GRC themes into public view, and public scrutiny, and make management and directors keen to show they have put their best efforts forward to govern their companies well, manage risks to the enterprise, and to comply with all applicable laws.Perhaps only Oracle and SAP are in a position to really address all three aspects. The mission of GRC applications is to ensure that the managers and directors of Enterprises that run such applications have a strong defensible position. Written by industry experts with more than 30 years combined experience, this book covers the Governance, Risk Management and Compliance Management of a large modern enterprise and how the IT Infrastructure, in particular the Oracle IT Infrastructure, can assist in that governance. This book is not an implementation guide for GRC products rather it shows you how those products participate in the governance process, how they introduce or mitigate risk, and how they can be brought into compliance with best practice, as well as applicable laws and regulations.The book is divided into three major sections:Governance ñ where we discuss the strategic management of the enterprise, setting plans for managers, making disclosures to investors, and ensuring that the board knows that the enterprise is meeting its goals and staying within its policies.Risk Management ñ where we discuss audit disciplines. This is where we work out what can go wrong, document what we have to do to prevent it from going wrong and check that what we think prevents it going wrong - actually works! We move through the various sub-disciplines within the audit profession and show what tools are best suited from within the Oracle family to assist.Compliance Management ñ where we map the tools and facilities that we have discovered in the first two sections to frameworks and legislations. We give this from an industry and geography agnostic viewpoint, and then drill into some specific industries and countries.We neither stay in the narrow definition of GRC applications, nor limit ourselves to the Business Applications but take you to the most appropriate places in the full Oracle footprint. The book is written from the perspective of big GRC. It is not an implementation manual for the GRC products, although we hope you can get the best out of the GRC products after reading this book. We discuss many applications and technology products that are not in the GRC product family.
Ben Shaw, Saurabh Badhwar, Chris Guest, Bharath Chandra K S
Do you want to develop reliable and secure applications that stand out from the crowd without spending hours on boilerplate code? You’ve made the right choice trusting the Django framework, and this book will tell you why. Often referred to as a “batteries included” web development framework, Django comes with all the core features needed to build a standalone application. Web Development with Django will take you through all the essential concepts and help you explore its power to build real-world applications using Python.Throughout the book, you’ll get the grips with the major features of Django by building a website called Bookr – a repository for book reviews. This end-to-end case study is split into a series of bitesize projects presented as exercises and activities, allowing you to challenge yourself in an enjoyable and attainable way. As you advance, you'll acquire various practical skills, including how to serve static files to add CSS, JavaScript, and images to your application, how to implement forms to accept user input, and how to manage sessions to ensure a reliable user experience. You’ll cover everyday tasks that are part of the development cycle of a real-world web application.By the end of this Django book, you'll have the skills and confidence to creatively develop and deploy your own projects.
Open Text ProVision® (formerly known as Metastorm ProVision®) is an Enterprise Architecture (EA) solution allowing for effective planning and decision making throughout the enterprise. It enables an organization to have a central repository of information about the business, reducing organizational risks and better optimizing business resources.Implemented well, it enables better and more actionable decisions exactly when you need them.This book combines theory and practice to provide a step- by- step guide to building a successful customer- centric model of your business. The approach is simple and down to earth, and along the way, with various real-world examples, you will learn how to make a business case, use a framework, and adopt a methodology with Open Text ProVision®. This book draws on the experience of ProVision® experts around the world. By combining theory with practice from the field you can avoid common mistakes and develop a successful customer centric strategy for implementing ProVision®. Each chapter builds on the previous one to give you the confidence to implement a central repository, dealing with both the technical and human issues that you might face.
Over the years, the Learning C# by Developing Games with Unity series has established itself as a popular choice for getting up to speed with C#, a powerful and versatile programming language that can be applied in a wide array of application areas. This book presents a clear path for learning C# programming from the ground up without complex jargon or unclear programming logic, all while building a simple game with Unity.This fifth edition has been updated to introduce modern C# features with the latest version of the Unity game engine, and a new chapter has been added on intermediate collection types. Starting with the basics of software programming and the C# language, you’ll learn the core concepts of programming in C#, including variables, classes, and object-oriented programming. Once you’ve got to grips with C# programming, you’ll enter the world of Unity game development and discover how you can create C# scripts for simple game mechanics. Throughout the book, you’ll gain hands-on experience with programming best practices to help you take your Unity and C# skills to the next level.By the end of this book, you’ll be able to leverage the C# language to build your own real-world Unity game development projects.