Develop machine learning models across various domains. This book offers a single source that provides comprehensive coverage of the capabilities of TensorFlow 2 through the use of realistic, scenario-based projects. After learning what's new in TensorFlow 2, you'll dive right into developing machine learning models through applicable projects. This book covers a wide variety of ANN architectures-starting from working with a simple sequential network to advanced CNN, RNN, LSTM, DCGAN, and so on. A full chapter is devoted to each kind of network and each chapter consists of a full project describing the network architecture used, the theory behind that architecture, what data set is used, the pre-processing of data, model training, testing and performance optimizations, and analysis. This practical approach can either be used from the beginning through to the end or, if you're already familiar with basic ML models, you can dive right into the application that interests you. Line-by-line explanations on major code segments help to fill in the details as you work and the entire project source is available to you online for learning and further experimentation. With Artificial Neural Networks with TensorFlow 2 you'll see just how wide the range of TensorFlow's capabilities are. What You'll Learn Develop Machine Learning Applications Translate languages using neural networks Compose images with style transfer Who This Book Is For Beginners, practitioners, and hard-cored developers who want to master machine and deep learning with TensorFlow 2. The reader should have working concepts of ML basics and terminologies.

This definitive guide to Machine Learning projects answers the problems an aspiring or experienced data scientist frequently has: Confused on what technology to use for your ML development? Should I use GOFAI, ANN/DNN or Transfer Learning? Can I rely on AutoML for model development? What if the client provides me Gig and Terabytes of data for developing analytic models? How do I handle high-frequency dynamic datasets? This book provides the practitioner with a consolidation of the entire data science process in a single "Cheat Sheet". The challenge for a data scientist is to extract meaningful information from huge datasets that will help to create better strategies for businesses. Many Machine Learning algorithms and Neural Networks are designed to do analytics on such datasets. For a data scientist, it is a daunting decision as to which algorithm to use for a given dataset. Although there is no single answer to this question, a systematic approach to problem solving is necessary. This book describes the various ML algorithms conceptually and defines/discusses a process in the selection of ML/DL models. The consolidation of available algorithms and techniques for designing efficient ML models is the key aspect of this book. Thinking Data Science will help practising data scientists, academicians, researchers, and students who want to build ML models using the appropriate algorithms and architectures, whether the data be small or big.

Offers thorough introductions to several of the Apache Foundation's hottest projects, including Xerces, Axis, and Xindice. Shows you how to build XML-driven websites using the popular Cocoon project. Demonstrates how to transform XML-based documents into a variety of formats, including PDF, SVG, and PS, using the Formatting Objects Processor (FOP) project. Includes a concise introduction to XML and Web Services.

Liferay Portal is the leading open-source enterprise portal framework that uses Java and Web 2.0 technologies.

Web portals often function as a point of access to information on the World Wide Web. Web portals, such as Yahoo , present information from diverse sources in a unified way. Aside from the search engine standard, web portals offer other services such as email, news, stock prices, infotainment, and various other features. Portals provide a means for enterprises to supply a consistent look and feel with access control and procedures for multiple applications that otherwise would have been separate entities altogether.

So, how do developers bring existing applications, as well as integrate content management systems and search engines, into a portal? And how do developers get started with the Liferay Portal engine? In Practical Liferay: Javabased Portal Applications Development, Dr. PoornachandraSarang answers these questions and more.

This book is for those who want to learn how to use Liferay to develop vertical or companyspecific web portals and beyond. The book will serve as a practical guide to learning Liferay and developing realworld web portals. What you'll learn Become an expert of the Liferay portal engine. Create dynamic web portals. Use templatebased design for easy fit and form. Design and integrate discussion forums, chats, and IM. Build blogs, wikis, RSS feeds, and more. Use Liferay for developing Javabased content management software. Deploy and manage portal administration. Who this book is for

This book is for web and portal developers who use Java to build Web 2.0 portals for their company, enterprise, or even personal use. The book does not require any programming background and will be very useful for web developers in learning practical portal development.

"Pro Apache XML" thoroughly introduces several subprojects found under the Web Services-driven API umbrella. The book begins with a concise introduction to XML and Web Services. Subsequent chapters devote themselves to specific subprojectscovering their purposes, APIs, implementation, and practical uses through appropriate code examples. Additional material includes Introductions to several of the Apache Foundation's hottest projects, including Xerces, Axis, and Xindice Building XML-driven websites using the popular Cocoon project Transforming XML-based documents into a variety of formats, including PDF, SVG, and PS, using the Formatting Objects Processor (FOP) project

Youll learn to perform tasks like validation, parsing, transformation, and storageand how to work with this information through a programming interface. You may either read this book from cover to cover or jump to any desired subproject for a detailed study of its implementation. All programming examples use the Java programming language.

Publisher's Note: Products purchased from Third Party sellers are not guaranteed by the publisher for quality, authenticity, or access to any online entitlements included with the product. Develop, Compile, and Debug High-Performance Java ApplicationsTake your Java skills to the next level using the expert programming techniques contained in this Oracle Press guide. Featuring real-world code samples and detailed instructions, Java Programming demonstrates how to fully utilize the powerful features of Java SE 7. Find out how to design multithreaded and network applications, integrate structured exception handling, use Java libraries, and develop Swing-based GUIs and applets. Inheritance, generics, and utility classes are are covered in this practical resource. Create custom classes, methods, arrays, and operators Control program flow using conditional statements Handle multithreaded, network, and I/O programming Learn new constructs in multithreading Incorporate enums, annotations, and autoboxing Recover from errors, input failures, and exceptions Use Java Swing to build lightweight GUIs and applets Cut development time using the collections framework Work with the latest Java libraries and utility classes

This book provides detailed coverage of BPEL4WS, its syntax, and where, and how, it is used. It begins with an overview of web services, showing both the foundation of, and need for, BPEL. The web services orchestration stack is explained, including standards such as WS-Security, WS-Coordination, WS-Transaction, WS-Addressing, and others. The BPEL language itself is explained in detail, with Code snippets and complete examples illustrating both its syntax and typical construction. Having covered BPEL itself, the book then goes on to show BPEL is used in context. by providing an overview of major BPEL4WS servers. It covers the Oracle BPEL Process Manager and Microsoft BizTalk Server 2004 in detail, and shows how to write BPEL4WS solutions using these servers.

Ce livre est un guide pratique et complet destine a donner la maitrise de la conception de processus, de leur developpement et du langage. Celui-ci est explique en details. Des extraits de code et exemples complets illustrent la facon de specifier les processus. Deux serveurs BPEL majeurs, Oracle BPEL Process Manager et Microsoft BizTalk Server, sont traites en detail et d'autres serveurs sont egalement presentes. Les services web sont la plateforme technique de base requise pour l'interoperabilite des applications. Ils ne permettent pas toutefois de controler l'ordre et la maniere dont les operations qu'ils exposent sont invoquees. Ils ne fournissent pas non plus de moyen de decrire la semantique des interfaces, les workflows ou les processus metier electroniques. BPEL est le chainon manquant qui permet d'assembler et d'integrer les services web dans des processus reels. BPEL standardise l'automatisation des processus entre services web, qu'ils soient deployes au sein de l'entreprise afin d'integrer des systemes auparavant isoles, ou entre entreprises pour faciliter l'integration entre partenaires commerciaux. En fournissant une structure de description standard, BPEL permet aux entreprises de definir leurs processus durant la phase de conception. Ceci engendre des benefices encore plus larges en permettant d'optimiser ces processus, de les re-agencer et de selectionner les plus appropries. Supporte par les grands editeurs de logiciels -BEA, Hewlett-Packard, IBM, Microsoft, Novell, Oracle, SAP, Sun et d'autres - BPEL est en train de devenir le standard en matiere de gestion des processus metier (BPM ou Business Process Management). Ce livre couvre de facon exhaustive le langage, sa syntaxe et son usage. Il commence par donner une vue d'ensemble des services web, leurs fondements et justifie le besoin d'un langage tel que BPEL. La couche technologique des services web est decrite, y compris les standards tels que WS-Security, WS-Coordination, WS-Transaction, WS-Addressing et d'autres. Le langage BPEL lui-meme est decrit en detail et des extraits de code ainsi que des exemples complets illustrent a la fois sa syntaxe et les constructions de processus typiques. Apres avoir traite du langage, le livre aborde la facon de le mettre en ouvre en donnant une vue d'ensemble des principaux serveurs BPEL. Deux d'entre eux, Oracle BPEL Process Manager et Microsoft BizTalk Server 2004 sont traites en detail et des exemples complets de mise en ouvre a l'aide de ces serveurs sont fournis.