Dotnetnuke For Dummies

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DotNetNuke For Dummies

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Editor: John Wiley & Sons
ISBN: 9781118052921
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DotNetNuke For Dummies by Summary

Do you want to develop Web sites without the help of a programmer? Lucky for you there’s DotNetNuke, a content management system that allows you to build and maintain dynamic Web sites just by using a Web browser. DotNetNuke For Dummies helps you get down to business and shows you how to create a user-friendly Web site. You’ll find out how you can build and manage a flexible, versatile site with all the advantages an open-source application offers, use convenient modules, build a community, and save some money at the same time. This plain-English guide lets you discover how to: Install, run, and troubleshoot DotNetNuke Change and customize portal settings Add and manage pages on your site Make your site look professional Deliver contents with Text/HTML Add news feeds, online surveys, and banners Interact with visitors through blogging, feedback comments, and forums Create an e-business Customize the look of your site with exciting components This book features cool new modules that will meet every Web site’s need, both commercial and personal. With DotNetNuke For Dummies, you’ll get up to speed with this wonderful online tool and create your own corner of the World Wide Web!

TensorFlow For Dummies

TensorFlow For Dummies Pdf/ePub eBook Author: Matthew Scarpino
Editor: John Wiley & Sons
ISBN: 1119466199
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TensorFlow For Dummies by Matthew Scarpino Summary

Become a machine learning pro! Google TensorFlow has become the darling of financial firms and research organizations, but the technology can be intimidating and the learning curve is steep. Luckily, TensorFlow For Dummies is here to offer you a friendly, easy-to-follow book on the subject. Inside, you’ll find out how to write applications with TensorFlow, while also grasping the concepts underlying machine learning—all without ever losing your cool! Machine learning has become ubiquitous in modern society, and its applications include language translation, robotics, handwriting analysis, financial prediction, and image recognition. TensorFlow is Google's preeminent toolset for machine learning, and this hands-on guide makes it easy to understand, even for those without a background in artificial intelligence. Install TensorFlow on your computer Learn the fundamentals of statistical regression and neural networks Visualize the machine learning process with TensorBoard Perform image recognition with convolutional neural networks (CNNs) Analyze sequential data with recurrent neural networks (RNNs) Execute TensorFlow on mobile devices and the Google Cloud Platform (GCP) If you’re a manager or software developer looking to use TensorFlow for machine learning, this is the book you’ll want to have close by.

Deep Learning For Dummies

Deep Learning For Dummies Pdf/ePub eBook Author: John Paul Mueller,Luca Massaron
Editor: John Wiley & Sons
ISBN: 1119543029
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Deep Learning For Dummies by John Paul Mueller,Luca Massaron Summary

Take a deep dive into deep learning Deep learning provides the means for discerning patterns in the data that drive online business and social media outlets. Deep Learning for Dummies gives you the information you need to take the mystery out of the topic—and all of the underlying technologies associated with it. In no time, you’ll make sense of those increasingly confusing algorithms, and find a simple and safe environment to experiment with deep learning. The book develops a sense of precisely what deep learning can do at a high level and then provides examples of the major deep learning application types. Includes sample code Provides real-world examples within the approachable text Offers hands-on activities to make learning easier Shows you how to use Deep Learning more effectively with the right tools This book is perfect for those who want to better understand the basis of the underlying technologies that we use each and every day.

IT Architecture For Dummies

IT Architecture For Dummies Pdf/ePub eBook Author: Kalani Kirk Hausman,Susan L. Cook
Editor: John Wiley & Sons
ISBN: 9780470926918
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IT Architecture For Dummies by Kalani Kirk Hausman,Susan L. Cook Summary

A solid introduction to the practices, plans, and skills required for developing a smart system architecture Information architecture combines IT skills with business skills in order to align the IT structure of an organization with the mission, goals, and objectives of its business. This friendly introduction to IT architecture walks you through the myriad issues and complex decisions that many organizations face when setting up IT systems to work in sync with business procedures. Veteran IT professional and author Kirk Hausman explains the business value behind IT architecture and provides you with an action plan for implementing IT architecture procedures in an organization. You'll explore the many challenges that organizations face as they attempt to use technology to enhance their business's productivity so that you can gain a solid understanding of the elements that are required to plan and create an architecture that meets specific business goals. Defines IT architecture as a blend of IT skills and business skills that focuses on business optimization, business architecture, performance management, and organizational structure Uncovers and examines every topic within IT architecture including network, system, data, services, application, and more Addresses the challenges that organizations face when attempting to use information technology to enable profitability and business continuity While companies look to technology more than ever to enhance productivity, you should look to IT Architecture For Dummies for guidance in this field.

Drupal For Dummies

Drupal For Dummies Pdf/ePub eBook Author: Lynn Beighley,Seamus Bellamy
Editor: John Wiley & Sons
ISBN: 1118147502
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Drupal For Dummies by Lynn Beighley,Seamus Bellamy Summary

Learn to set up, manage, and administer a Drupal web site Drupal offers unparalleled flexibility for content-managed websites, and Drupal 7 is the easiest version to use yet. This newedition teaches you the fast, fun, and easy way to get started withDrupal. Even if you have no Drupal experience, you'll quickly learnhow to download and install Drupal, set up your firstcontent-managed site, apply templates, use modules, and more. Drupal gurus Lynn Beighley and Seamus Bellamy show you how totake advantage of what Drupal has to offer, make the most of thenew features in Drupal 7, and demystify perplexing Drupalissues. Drupal is a free, open source modular framework and contentmanagement system designed for content-managed web sites Shows you how to download Drupal; no programming experiencerequired Looks at Drupal 7 and explains new features that make it iseasier to use than previous iterations of Drupal for a creating ablog, content site, or eBusiness site Explains how to organize and create your site's content, applytemplates, and get your first site up and running Details the ways to use modules and third-party templates Whether you're looking to implement a flexible contentmanagement system, turbocharge a blog with photo galleries, oradminister a third-party Drupal site, this book gets you off to arunning start!

Hebrew For Dummies

Hebrew For Dummies Pdf/ePub eBook Author: Jill Suzanne Jacobs
Editor: John Wiley & Sons
ISBN: 1119862043
FileSize: 370kb
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Hebrew For Dummies by Jill Suzanne Jacobs Summary

Discover Hebrew with the world's most straightforward guide to one of the world's most beautiful languages. Shalom! Are you ready to dive into an ancient-yet-modern and rich language full of nuance? Then open up Hebrew For Dummies and get started learning your way around Hebrew by immersing yourself in its sounds and rhythms. You'll start with the basics—like simple grammar and the Hebrew alphabet—before you move onto commonly used phrases and small-talk. This book gets you used to the more unfamiliar sounds of the Hebrew language—like gutturals—that English speakers aren't used to seeing. It will also help you: Recognize what Hebrew has in common with English (and what it doesn't) Learn to read from right to left, get a handle on the basics of Hebrew grammar, and pick up your first few phrases Discover commonly used expressions that help you get around, shop, eat, and have fun Complete with online resources that help you pick up Hebrew by listening to real speakers have actual conversations, Hebrew For Dummies is the perfect companion to help you work your way towards Hebrew fluency!

Top Piano Hits for Dummies Songbook

Top Piano Hits for Dummies Songbook Pdf/ePub eBook Author: Adam Perlmutter,Hal Leonard Corp.
Editor: Hal Leonard
ISBN: 1480393312
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Top Piano Hits for Dummies Songbook by Adam Perlmutter,Hal Leonard Corp. Summary

(Piano/Vocal/Guitar Songbook). Want to learn to play today's hottest hits? Then this is the book for you! It's an easy-to-use resource for the casual hobbyist or working musician. It includes 36 authentic piano arrangements with guitar chords and lyrics plus performance notes for each song detailing the wheres, whats, and hows all in plain English! Songs include: Apologize * Bad Day * Beautiful * Brave * Call Me Maybe * Fireflies * Home * I Knew You Were Trouble. * Jar of Hearts * Just Give Me a Reason * Love Song * Next to Me * Some Nights * Stay * A Thousand Years * When I Was Your Man * You're Beautiful * and more!

Rock Guitar Songs for Dummies (Music Instruction)

Rock Guitar Songs for Dummies (Music Instruction) Pdf/ePub eBook Author: Greg P. Herriges,Hal Leonard Corp.
Editor: Hal Leonard Corporation
ISBN: 1458434982
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Rock Guitar Songs for Dummies (Music Instruction) by Greg P. Herriges,Hal Leonard Corp. Summary

(Guitar Collection). This book provides a fun and easy way to learn to play your favorite songs today! It includes music notation, guitar tablature and performance notes for 35 rock 'n' roll hits, including: All Right Now * Born to Be Wild * Brown Eyed Girl * Hey Joe * Money for Nothing * Proud Mary * Rock and Roll All Nite * Rock This Town * Shattered * Smoke on the Water * Summer of '69 * Tush * Walk This Way * What I Like About You * Wild Thing * and more.

Rock Bass Songs for Dummies (Music Instruction)

Rock Bass Songs for Dummies (Music Instruction) Pdf/ePub eBook Author: Hal Leonard Corp.
Editor: Hal Leonard Corporation
ISBN: 1458434931
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Rock Bass Songs for Dummies (Music Instruction) by Hal Leonard Corp. Summary

(Bass). Here's everything bassists need to play a nice cross-section of classic rock hits, from Free's "All Right Now," to War's "Low Rider" to The Who's "Won't Get Fooled Again." Includes handy performance notes that will show you exactly how to play all 38 full songs. In reading the transcriptions and tab, you'll learn essential bass techniques like hammer-ons, pull-offs, slides, and more all in plain English. Also features background information on each song and band, for a bit of fun rock 'n' roll trivia!

Cyberspace Safety and Security

Cyberspace Safety and Security Pdf/ePub eBook Author: Jaideep Vaidya,Xiao Zhang,Jin Li
Editor: Springer Nature
ISBN: 3030373525
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Cyberspace Safety and Security by Jaideep Vaidya,Xiao Zhang,Jin Li Summary

The two volumes LNCS 11982 and 11983 constitute the proceedings of the 11th International Symposium on Cyberspace Safety and Security, CSS 2019, held in Guangzhou, China, in December 2019. The 61 full papers and 40 short papers presented were carefully reviewed and selected from 235 submissions. The papers cover a broad range of topics in the field of cyberspace safety and security, such as authentication, access control, availability, integrity, privacy, confidentiality, dependability and sustainability issues of cyberspace. They are organized in the following topical sections: network security; system security; information security; privacy preservation; machine learning and security; cyberspace safety; big data and security; and cloud and security;

TensorFlow für Dummies

TensorFlow für Dummies Pdf/ePub eBook Author: Matthew Scarpino
Editor: John Wiley & Sons
ISBN: 3527818960
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TensorFlow für Dummies by Matthew Scarpino Summary

TensorFlow ist Googles herausragendes Werkzeug für das maschinelle Lernen, und dieses Buch macht es zugänglich, selbst wenn Sie bisher wenig über neuronale Netze und Deep Learning wissen. Sie erfahren, auf welchen Prinzipien TensorFlow basiert und wie Sie mit TensorFlow Anwendungen schreiben. Gleichzeitig lernen Sie die Konzepte des maschinellen Lernens kennen. Wenn Sie Softwareentwickler sind und TensorFlow in Zukunft einsetzen möchten, dann ist dieses Buch der richtige Einstieg für Sie. Greifen Sie auch zu, wenn Sie einfach mehr über das maschinelle Lernen erfahren wollen.

Creating Templates with Artisteer

Creating Templates with Artisteer Pdf/ePub eBook Author: Jakub Sanecki
Editor: Packt Publishing Ltd
ISBN: 1849699429
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Creating Templates with Artisteer by Jakub Sanecki Summary

Creating stunning templates with Artisteer is a practical, step-by-step guide which will show you how to create professional-looking websites on your own.This book is great for enthusiasts, Artisteer users, and individuals who want to create professional-looking websites without paying for professional services and expensive tools. The book also shows you how to speed up your work and automate time-consuming tasks.

Chemie für Dummies

Chemie für Dummies Pdf/ePub eBook Author: Stefanie Ortanderl,Ulf Ritgen
Editor: John Wiley & Sons
ISBN: 3527819908
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Chemie für Dummies by Stefanie Ortanderl,Ulf Ritgen Summary

Chemie ist viel einfacher, als es häufig heißt. Dieses Buch soll dazu beitragen, ihr Interesse an diesem Fach zu wecken oder zu vertiefen. Alle grundlegenden Prinzipien der Chemie werden nachvollziehbar dargestellt. Querbezüge und Zusammenhänge zwischen den verschiedenen Fachgebieten werden gezeigt. Sie werden keine Formel finden, deren Herleitung Sie nicht nachvollziehen können. Am Ende fast jeden Kapitels gibt es Übungsaufgaben. Ausführliche Lösungen gibt es natürlich auch. Das sollte nicht nur für die Prüfungen der ersten Semester reichen, sondern Ihnen auch ein sicheres Fundament für Ihr weiteres Studium bieten.

Information Security Applications

Information Security Applications Pdf/ePub eBook Author: Hyoungshick Kim
Editor: Springer Nature
ISBN: 3030894320
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Information Security Applications by Hyoungshick Kim Summary

This book constitutes the revised selected papers from the 22nd International Conference on Information Security Applications, WISA 2021, which took place on Jeju Island, South Korea, during August 2021. The 23 papers included in this book were carefully reviewed and selected from 66 submissions. They were organized in topical sections as follows: machine learning security; cryptography; hardware security; and application security.

Big Data Analytics for Healthcare

Big Data Analytics for Healthcare Pdf/ePub eBook Author: Pantea Keikhosrokiani
Editor: Academic Press
ISBN: 0323985165
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Big Data Analytics for Healthcare by Pantea Keikhosrokiani Summary

Big Data Analytics and Medical Information Systems presents the valuable use of artificial intelligence and big data analytics in healthcare and medical sciences. It focuses on theories, methods and approaches in which data analytic techniques can be used to examine medical data to provide a meaningful pattern for classification, diagnosis, treatment, and prediction of diseases. The book discusses topics such as theories and concepts of the field, and how big medical data mining techniques and applications can be applied to classification, diagnosis, treatment, and prediction of diseases. In addition, it covers social, behavioral, and medical fake news analytics to prevent medical misinformation and myths. It is a valuable resource for graduate students, researchers and members of biomedical field who are interested in learning more about analytic tools to support their work. Presents theories, methods and approaches in which data analytic techniques are used for medical data Brings practical information on how to use big data for classification, diagnosis, treatment, and prediction of diseases Discusses social, behavioral, and medical fake news analytics for medical information systems

Differential Equations For Dummies

Differential Equations For Dummies Pdf/ePub eBook Author: Steven Holzner
Editor: John Wiley & Sons
ISBN: 0470395664
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Differential Equations For Dummies by Steven Holzner Summary

The fun and easy way to understand and solve complex equations Many of the fundamental laws of physics, chemistry, biology, and economics can be formulated as differential equations. This plain-English guide explores the many applications of this mathematical tool and shows how differential equations can help us understand the world around us. Differential Equations For Dummies is the perfect companion for a college differential equations course and is an ideal supplemental resource for other calculus classes as well as science and engineering courses. It offers step-by-step techniques, practical tips, numerous exercises, and clear, concise examples to help readers improve their differential equation-solving skills and boost their test scores.

Split Manufacturing of Integrated Circuits for Hardware Security and Trust

Split Manufacturing of Integrated Circuits for Hardware Security and Trust Pdf/ePub eBook Author: Ranga Vemuri,Suyuan Chen
Editor: Springer Nature
ISBN: 3030734455
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Split Manufacturing of Integrated Circuits for Hardware Security and Trust by Ranga Vemuri,Suyuan Chen Summary

Globalization of the integrated circuit (IC) supply chains led to many potential vulnerabilities. Several attack scenarios can exploit these vulnerabilities to reverse engineer IC designs or to insert malicious trojan circuits. Split manufacturing refers to the process of splitting an IC design into multiple parts and fabricating these parts at two or more foundries such that the design is secure even when some or all of those foundries are potentially untrusted. Realizing its security benefits, researchers have proposed split fabrication methods for 2D, 2.5D, and the emerging 3D ICs. Both attack methods against split designs and defense techniques to thwart those attacks while minimizing overheads have steadily progressed over the past decade. This book presents a comprehensive review of the state-of-the-art and emerging directions in design splitting for secure split fabrication, design recognition and recovery attacks against split designs, and design techniques to defend against those attacks. Readers will learn methodologies for secure and trusted IC design and fabrication using split design methods to protect against supply chain vulnerabilities.

Practical Military Ordnance Identification, Second Edition

Practical Military Ordnance Identification, Second Edition Pdf/ePub eBook Author: Thomas Gersbeck
Editor: CRC Press
ISBN: 1351250019
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Practical Military Ordnance Identification, Second Edition by Thomas Gersbeck Summary

The threat variables associated with military ordnance are enormous, requiring the application of a structured process to identify unknown munitions. The focus of Practical Military Ordnance Identification, Second Edition is the application of a practical deductive process to identify unknown ordnance items that are commonly recovered outside military control. The author supplies a seven-step procedure to identify unknown munitions by their category, group, and type. Detailed logic trees help users narrow down the possibilities in order to accurately identify ordnance. The book covers the safety precautions associated with each category and group of ordnance. It describes many ordnance construction characteristics and explains the fundamentals of military ordnance fuzing. Appendices define terms and supply abbreviations and acronyms used to describe military ordnances. Coverage new to this edition include: a list of conventional markings; additional safety precautions to take; an expanded list of high explosives; additional technical details on explosives effects; hazards associated with pyrotechnics, pyrophorics, smoke compounds, and incendiaries; a section on pre-1870 projectiles, hand grenades, landmines, underwater ordnances, and rockets; and details on Man-Portable-Air-Defense-Systems (MANPADS) missile systems.

Analysis of Images, Social Networks and Texts

Analysis of Images, Social Networks and Texts Pdf/ePub eBook Author: Wil M. P. van der Aalst,Vladimir Batagelj,Goran Glavaš,Dmitry I. Ignatov,Michael Khachay,Sergei O. Kuznetsov,Olessia Koltsova,Irina A. Lomazova,Natalia Loukachevitch,Amedeo Napoli,Alexander Panchenko,Panos M. Pardalos,Marcello Pelillo,Andrey V. Savchenko
Editor: Springer
ISBN: 3030110273
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Analysis of Images, Social Networks and Texts by Wil M. P. van der Aalst,Vladimir Batagelj,Goran Glavaš,Dmitry I. Ignatov,Michael Khachay,Sergei O. Kuznetsov,Olessia Koltsova,Irina A. Lomazova,Natalia Loukachevitch,Amedeo Napoli,Alexander Panchenko,Panos M. Pardalos,Marcello Pelillo,Andrey V. Savchenko Summary

This book constitutes the proceedings of the 7th International Conference on Analysis of Images, Social Networks and Texts, AIST 2018, held in Moscow, Russia, in July 2018. The 29 full papers were carefully reviewed and selected from 107 submissions (of which 26 papers were rejected without being reviewed). The papers are organized in topical sections on natural language processing; analysis of images and video; general topics of data analysis; analysis of dynamic behavior through event data; optimization problems on graphs and network structures; and innovative systems.

Multivariate Statistical Machine Learning Methods for Genomic Prediction

Multivariate Statistical Machine Learning Methods for Genomic Prediction Pdf/ePub eBook Author: Osval Antonio Montesinos López,Abelardo Montesinos López,José Crossa
Editor: Springer Nature
ISBN: 3030890104
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Multivariate Statistical Machine Learning Methods for Genomic Prediction by Osval Antonio Montesinos López,Abelardo Montesinos López,José Crossa Summary

This book is open access under a CC BY 4.0 license This open access book brings together the latest genome base prediction models currently being used by statisticians, breeders and data scientists. It provides an accessible way to understand the theory behind each statistical learning tool, the required pre-processing, the basics of model building, how to train statistical learning methods, the basic R scripts needed to implement each statistical learning tool, and the output of each tool. To do so, for each tool the book provides background theory, some elements of the R statistical software for its implementation, the conceptual underpinnings, and at least two illustrative examples with data from real-world genomic selection experiments. Lastly, worked-out examples help readers check their own comprehension.The book will greatly appeal to readers in plant (and animal) breeding, geneticists and statisticians, as it provides in a very accessible way the necessary theory, the appropriate R code, and illustrative examples for a complete understanding of each statistical learning tool. In addition, it weighs the advantages and disadvantages of each tool.

TensorFlow for Deep Learning

TensorFlow for Deep Learning Pdf/ePub eBook Author: Bharath Ramsundar,Reza Bosagh Zadeh
Editor: \"O\'Reilly Media, Inc.\"
ISBN: 1491980400
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TensorFlow for Deep Learning by Bharath Ramsundar,Reza Bosagh Zadeh Summary

Learn how to solve challenging machine learning problems with TensorFlow, Google’s revolutionary new software library for deep learning. If you have some background in basic linear algebra and calculus, this practical book introduces machine-learning fundamentals by showing you how to design systems capable of detecting objects in images, understanding text, analyzing video, and predicting the properties of potential medicines. TensorFlow for Deep Learning teaches concepts through practical examples and helps you build knowledge of deep learning foundations from the ground up. It’s ideal for practicing developers with experience designing software systems, and useful for scientists and other professionals familiar with scripting but not necessarily with designing learning algorithms. Learn TensorFlow fundamentals, including how to perform basic computation Build simple learning systems to understand their mathematical foundations Dive into fully connected deep networks used in thousands of applications Turn prototypes into high-quality models with hyperparameter optimization Process images with convolutional neural networks Handle natural language datasets with recurrent neural networks Use reinforcement learning to solve games such as tic-tac-toe Train deep networks with hardware including GPUs and tensor processing units

A Solar Car Primer

A Solar Car Primer Pdf/ePub eBook Author: Eric Forsta Thacher
Editor: Springer
ISBN: 3319174940
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A Solar Car Primer by Eric Forsta Thacher Summary

This exciting primer on Solar Racing literally starts from the ground up, describing how the interactions of a vehicle with its environment circumscribe its ultimate success, from aerodynamics to resistance and propulsion. By demonstrating how to mathematically model these underlying physical phenomena, the author helps solar racing competitors carefully select key characteristics of the vehicle, such as weight and shape, to produce optimal speed. Energy conversion and demand are given particular attention, followed by chapters devoted to examining solar racers’ design, manufacture and testing using a structured problem-solving process to keep projects on track and on schedule. A chapter devoted to energy management strategies provides invaluable tips on maximizing average speed during a race. Complex issues such as ventilation system analysis and performance simulation are covered in dedicated appendices. The financial aspect of project design is not neglected, as both fund-raising and cost estimation are given in-depth consideration.

Scientific Computing in Electrical Engineering

Scientific Computing in Electrical Engineering Pdf/ePub eBook Author: Ursula van Rienen,Michael Günther,Dirk Hecht
Editor: Springer Science & Business Media
ISBN: 3642564704
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Scientific Computing in Electrical Engineering by Ursula van Rienen,Michael Günther,Dirk Hecht Summary

rd This book presents a collection of selected contributions presented at the 3 International Workshop on Scientific Computing in Electrical Engineering, SCEE-2000, which took place in Warnemiinde, Germany, from August 20 to 23, 2000. Nearly hundred scientists and engineers from thirteen countries gathered in Warnemiinde to participate in the conference. Rostock Univer sity, the oldest university in Northern Europe founded in 1419, hosted the conference. This workshop followed two earlier workshops held 1997 at the Darmstadt University of Technology and 1998 at Weierstrass Institute for Applied Anal ysis and Stochastics in Berlin under the auspices ofthe German Mathematical Society. These workshops aimed at bringing together two scientific communi ties: applied mathematicians and electrical engineers who do research in the field of scientific computing in electrical engineering. This, of course, is a wide field, which is why it was decided to concentrate on selected major topics. The workshop in Darmstadt, which was organized by Michael Giinther from the Mathematics Department and Ursula van Rienen from the Department of Electrical Engineering and Information Technology,brought together more than hundred scientists interested in numerical methods for the simulation of circuits and electromagnetic fields. This was a great success. Voices coming from the participants suggested that it was time to bring these communities together in order to get to know each other, to discuss mutual interests and to start cooperative work. A collection of selected contributions appeared in 'Surveys on Mathematics for Industry', Vol.8, No. 3-4 and Vol.9, No.2, 1999.

Multicriteria Decision Aid and Artificial Intelligence

Multicriteria Decision Aid and Artificial Intelligence Pdf/ePub eBook Author: Michael Doumpos,Evangelos Grigoroudis
Editor: John Wiley & Sons
ISBN: 1118522494
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Multicriteria Decision Aid and Artificial Intelligence by Michael Doumpos,Evangelos Grigoroudis Summary

Presents recent advances in both models and systems for intelligent decision making. Organisations often face complex decisions requiring the assessment of large amounts of data. In recent years Multicriteria Decision Aid (MCDA) and Artificial Intelligence (AI) techniques have been applied with considerable success to support decision making in a wide range of complex real-world problems. The integration of MCDA and AI provides new capabilities relating to the structuring of complex decision problems in static and distributed environments. These include the handling of massive data sets, the modelling of ill-structured information, the construction of advanced decision models, and the development of efficient computational optimization algorithms for problem solving. This book covers a rich set of topics, including intelligent decision support technologies, data mining models for decision making, evidential reasoning, evolutionary multiobjective optimization, fuzzy modelling, as well as applications in management and engineering. Multicriteria Decision Aid and Artificial Intelligence: Covers all of the recent advances in intelligent decision making. Includes a presentation of hybrid models and algorithms for preference modelling and optimisation problems. Provides illustrations of new intelligent technologies and architectures for decision making in static and distributed environments. Explores the general topics on preference modelling and learning, along with the coverage of the main techniques and methodologies and applications. Is written by experts in the field. This book provides an excellent reference tool for the increasing number of researchers and practitioners interested in the integration of MCDA and AI for the development of effective hybrid decision support methodologies and systems. Academics and post-graduate students in the fields of operational research, artificial intelligence and management science or decision analysis will also find this book beneficial.

Machine Learning with R

Machine Learning with R Pdf/ePub eBook Author: Brett Lantz
Editor: Packt Publishing Ltd
ISBN: 1784394521
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Machine Learning with R by Brett Lantz Summary

Build machine learning algorithms, prepare data, and dig deep into data prediction techniques with R About This Book Harness the power of R for statistical computing and data science Explore, forecast, and classify data with R Use R to apply common machine learning algorithms to real-world scenarios Who This Book Is For Perhaps you already know a bit about machine learning but have never used R, or perhaps you know a little R but are new to machine learning. In either case, this book will get you up and running quickly. It would be helpful to have a bit of familiarity with basic programming concepts, but no prior experience is required. What You Will Learn Harness the power of R to build common machine learning algorithms with real-world data science applications Get to grips with techniques in R to clean and prepare your data for analysis and visualize your results Discover the different types of machine learning models and learn what is best to meet your data needs and solve data analysis problems Classify your data with Bayesian and nearest neighbour methods Predict values using R to build decision trees, rules, and support vector machines Forecast numeric values with linear regression and model your data with neural networks Evaluate and improve the performance of machine learning models Learn specialized machine learning techniques for text mining, social network data, and big data In Detail Machine learning, at its core, is concerned with transforming data into actionable knowledge. This makes machine learning well suited to the present-day era of big data. Given the growing prominence of R's cross-platform, zero-cost statistical programming environment, there has never been a better time to start applying machine learning to your data. Machine learning with R offers a powerful set of methods to quickly and easily gain insight from your data to both, veterans and beginners in data analytics. Want to turn your data into actionable knowledge, predict outcomes that make real impact, and have constantly developing insights? R gives you access to all the power you need to master exceptional machine learning techniques. The second edition of Machine Learning with R provides you with an introduction to the essential skills required in data science. Without shying away from technical theory, it is written to provide focused and practical knowledge to get you building algorithms and crunching your data, with minimal previous experience. With this book, you'll discover all the analytical tools you need to gain insights from complex data and learn to to choose the correct algorithm for your specific needs. Through full engagement with the sort of real-world problems data-wranglers face, you'll learn to apply machine learning methods to deal with common tasks, including classification, prediction, forecasting, market analysis, and clustering. Transform the way you think about data; discover machine learning with R. Style and approach How can we use machine learning to transform data into action? This book uses a series of simple steps to show you. Using practical examples, the book illustrates how to prepare data for analysis, choose a machine learning method, and measure its success.

Computational Aspects of the Study of Biological Macromolecules by Nuclear Magnetic Resonance Spectroscopy

Computational Aspects of the Study of Biological Macromolecules by Nuclear Magnetic Resonance Spectroscopy Pdf/ePub eBook Author: Jeffrey C. Hoch
Editor: Springer Science & Business Media
ISBN: 147579794X
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Computational Aspects of the Study of Biological Macromolecules by Nuclear Magnetic Resonance Spectroscopy by Jeffrey C. Hoch Summary

This volume is the scientific chronicle of the NATO Advanced Research Workshop on Computational Aspects of the Study of Biological Macro molecules by Nuclear Magnetic Resonance Spectroscopy, which was held June 3-8, 1990 at Il Ciocco, near Barga, Italy. The use of computers in the study of biological macromolecules by NMR spectroscopy is ubiquitous. The applications are diverse, including data col lection, reduction, and analysis. Furthermore, their use is rapidly evolv ing, driven by the development of new experimental methods in NMR and molecular biology and by phenomenal increases in computational perfor mance available at reasonable cost. Computers no longer merely facilitate, but are now absolutely essential in the study of biological macromolecules by NMR, due to the size and complexity of the data sets that are obtained from modern experiments. The Workshop, and this proceedings volume, provide a snapshot of the uses of computers in the NMR of biomolecules. While by no means exhaustive, the picture that emerges illustrates both the· importance and the diversity of their application.

The Basic American Bidding System

The Basic American Bidding System Pdf/ePub eBook Author: Chris Hasney, with Jerry Pottier
Editor: Trafford Publishing
ISBN: 1466980990
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The Basic American Bidding System by Chris Hasney, with Jerry Pottier Summary

Overview of the American Bridge Series The American Bridge Series is designed as a sequential set of bidding courses, suitable for self-study or classroom-style study under the guidance of a professional bridge teacher. Volumes I through III include declarer play and defense skills as they relate to the bidding skills taught in each text. Volume IV is reserved for true experts; thus, declarer play and defense lessons would be an insult and are not included. The entire series takes about five years of study and practice to complete. Volume I, The Basic American Bidding System, was written for beginners and for social players who need to brush-up on basic bidding skills prior to tackling modern bidding methods. It features 5-card major suit opening bids, strong twos, and some basics of Forcing and Non-Forcing Stayman, Blackwood, Gerber, and few other things designed to form the framework for further study. Volume II, The Intermediate American Bidding System, makes the transition to modern methods including weak two openings. It teaches all of the pieces of "Standard" American in a way that integrates all of the varied forms of same. Don't be thrown by the term "intermediate." Many duplicate players think that they have reached that level when they can no longer play in novice games. Not so. "Intermediate," as defined by the authors, can vary from folks with zero ACBL masterpoints to 2500 masterpoints. It's not the points that count, it's the skill level. Volume III, The Advanced American Bidding System presumes a complete understanding and skill with all of the material in Volume II. However, some of the Volume II material is repeated for intended redundancy, since the authors suspect that many folks who shouldn't be attempting to study Volume III will do so anyway. After all, "I'm a Life Master, I must be Advanced." The authors suggest that anyone not comfortable playing in Flight A at an ACBL regional or national tournament, or the World Bridge Federation (WBF) or other governing body equivalent thereof avoid purchase and study of Volume III until they have mastered all that is taught in Volume II. Volume IV, The Expert American Bidding System, (NOT YET RELEASED) presumes two years' experience with the bidding techniques taught in Volume III, and expert declarer play and defense skills. This is not a "Mom and Pop" book. It is for those who wish to successfully compete in such ACBL events as Flight A Grand National Teams, the Blue Ribbon Pairs, the Life Master Pairs, the Spingold, Vanderbilt, and Reisinger teams, etc., and International events like the Bermuda Bowl and Venice Cup, The London Times Pairs, the McCallan, etc. It features 4-card majors, the TEAS responses to no trump openings, weak no trumps, and a variety of other bidding methods which will get bidders to the optimum place but will require expert declarer play or defensive skills to maximize results. All four books emphasize sound, disciplined bidding and an underlying philosophy of "You bid your cards, I'll bid mine, we'll get to the right spot." By the time students complete study and practice of Volume III, they should be able to know what cards partner holds almost to the spot at the conclusion of an auction. In fact, Jerry and one of his partners were once accused of cheating when they got cocky and did this after an auction. The comment was: "How can you know what cards your partner holds?" Jerry's answer: "Isn't that the whole point of the bidding?"

Advances in Engineering Materials, Structures and Systems: Innovations, Mechanics and Applications

Advances in Engineering Materials, Structures and Systems: Innovations, Mechanics and Applications Pdf/ePub eBook Author: Alphose Zingoni
Editor: CRC Press
ISBN: 0429761171
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Advances in Engineering Materials, Structures and Systems: Innovations, Mechanics and Applications by Alphose Zingoni Summary

Advances in Engineering Materials, Structures and Systems: Innovations, Mechanics and Applications comprises 411 papers that were presented at SEMC 2019, the Seventh International Conference on Structural Engineering, Mechanics and Computation, held in Cape Town, South Africa, from 2 to 4 September 2019. The subject matter reflects the broad scope of SEMC conferences, and covers a wide variety of engineering materials (both traditional and innovative) and many types of structures. The many topics featured in these Proceedings can be classified into six broad categories that deal with: (i) the mechanics of materials and fluids (elasticity, plasticity, flow through porous media, fluid dynamics, fracture, fatigue, damage, delamination, corrosion, bond, creep, shrinkage, etc); (ii) the mechanics of structures and systems (structural dynamics, vibration, seismic response, soil-structure interaction, fluid-structure interaction, response to blast and impact, response to fire, structural stability, buckling, collapse behaviour); (iii) the numerical modelling and experimental testing of materials and structures (numerical methods, simulation techniques, multi-scale modelling, computational modelling, laboratory testing, field testing, experimental measurements); (iv) innovations and special structures (nanostructures, adaptive structures, smart structures, composite structures, bio-inspired structures, shell structures, membranes, space structures, lightweight structures, long-span structures, tall buildings, wind turbines, etc); (v) design in traditional engineering materials (steel, concrete, steel-concrete composite, aluminium, masonry, timber, glass); (vi) the process of structural engineering (conceptualisation, planning, analysis, design, optimization, construction, assembly, manufacture, testing, maintenance, monitoring, assessment, repair, strengthening, retrofitting, decommissioning). The SEMC 2019 Proceedings will be of interest to civil, structural, mechanical, marine and aerospace engineers. Researchers, developers, practitioners and academics in these disciplines will find them useful. Two versions of the papers are available. Short versions, intended to be concise but self-contained summaries of the full papers, are in this printed book. The full versions of the papers are in the e-book.

Dungeon Master For Dummies

Dungeon Master For Dummies Pdf/ePub eBook Author: Bill Slavicsek,Richard Baker
Editor: John Wiley & Sons
ISBN: 9780470050880
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Dungeon Master For Dummies by Bill Slavicsek,Richard Baker Summary

Whether you’ve been a Dungeon Master (DM) before and want to fine-tune your skills or want to get ready and take the plunge, this is the book for you. It gives you the basics on running a great game, info for more advanced dungeon mastering, guidelines for creating adventures, and tips for building a campaign. It shows you how to: Handle all the expressions of DMing: moderator, narrator, a cast of thousands (the nonplayer characters or NPCs), player, social director, and creator Use published adventures and existing campaign worlds or create adventures and campaign worlds of your own Conjure up exciting combat encounters Handle the three types of encounters: challenge, roleplaying, and combat Create your own adventure: The Dungeon Adventure, The Wilderness Adventure. The Event-Based adventure (including how to use flowcharts and timelines), The Randomly Generated Adventure, and the High-Level adventure Create memorable master villains, with nine archetypes ranging from agent provocateur to zealot To get you off to a fast start, Dungeon Master For Dummies includes: A sample dungeon for practice Ten ready-to-use encounters and ten challenging traps A list of simple adventure premises Mapping tips, including common scales, symbols, and conventions, complete with tables Authors Bill Slavicsek and Richard Baker wrote the hugely popular Dungeons and Dragons For Dummies. Bill has been a game designer since 1986 and leads the D&D creative team at Wizards of the Coast. Richard is a game developer and the author of the fantasy bestseller Condemnation. They give you the scoop on: Using a DM binder to keep records such as an adventure log, PCs’ character sheets, NPC logs/character sheets, treasure logs, and more Knowing player styles (role players and power games) and common subgroups: hack’n’slasher, wargamer, thinker, impulsive adventurer, explorer, character actor, and watcher Recognizing your style: action movie director, storyteller, worldbuilder, puzzlemaker, or connector Using miniatures, maps, and other game aids Using 21st century technology, such as a Web site or blog, to enhance your game The book includes a sample adventure, The Necromancer’s Apprentice, that’s the perfect way to foray into DMing. It includes everything you need for a great adventure—except your players. What are you waiting for? There are chambers to be explored, dragons to be slain, maidens to be rescued, gangs of gnoll warriors to be annihilated, worgs to be wiped out, treasures to be discovered, worlds to be conquered....

Coding with JavaScript For Dummies

Coding with JavaScript For Dummies Pdf/ePub eBook Author: Chris Minnick,Eva Holland
Editor: John Wiley & Sons
ISBN: 1119056063
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Coding with JavaScript For Dummies by Chris Minnick,Eva Holland Summary

Go from beginner to builder quickly with this hands-on JavaScript guide Coding with JavaScript For Dummies provides easy, hands-on instruction for anyone looking to learn this popular client-side language. No experience? No problem! This friendly guide starts from the very beginning and walks you through the basics, then shows you how to apply what you've learned to real projects. You'll start building right away, including web page elements and simple applications, so you can immediately see how JavaScript is used in the real world. Online exercises allow you to test your code and expand your skills, and the easy-to-follow instruction provides step-by-step guidance toward understanding the JavaScript syntax, applications, and language. JavaScript enhances static web pages by providing dynamic elements that can adapt and react to user action. It's a need-to-know tool for aspiring web designers, but anyone can benefit from understanding this core development language. Coding with JavaScript For Dummies takes you from beginner to builder quickly as you: Learn what JavaScript does, how it works, and where to use it Master the core elements of JavaScript and immediately put it to work Build interactive web elements and try out your code online Create basic applications as you apply JavaScript to the app development workflow Anytime a website responds to your movement around the screen, that's JavaScript. It makes websites more functional, more beautiful, and more engaging, and your site visitors will demand nothing less. If you want to build a better website, you need JavaScript. If you need JavaScript, Coding with JavaScript For Dummies gets you started off quickly and painlessly, with plenty of hands-on practice.

Koi For Dummies

Koi For Dummies Pdf/ePub eBook Author: R. D. Bartlett,Patricia Bartlett
Editor: John Wiley & Sons
ISBN: 9781118068175
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Koi For Dummies by R. D. Bartlett,Patricia Bartlett Summary

Known throughout the world for its beauty and personality, koi is one of the most carefully bred fish species around. Raising koi is especially time-consuming and requires more than just sprinkling little flakes in the fish bowl. But thankfully, you don’t have to be an expert to maintain your own koi pond. Koi For Dummies shows you how easy and fun it can be to own and care for these delicate fish. Whether building a pond or aquarium for the indoors or outdoors, this easy-to-understand guide explores all of your options. Clear, concise advice helps you: Appreciate your koi’s beauty Build, design, and maintain your koi pond or aquarium Find and select koi and the proper supplies Keep your koi happy and healthy Treat your koi for parasites, bacterial infections, and viruses Breed and care for baby koi Show off your koi to other koi enthusiasts

Coding For Dummies

Coding For Dummies Pdf/ePub eBook Author: Nikhil Abraham
Editor: John Wiley & Sons
ISBN: 1119296072
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Coding For Dummies by Nikhil Abraham Summary

Coding For Dummies, (9781119293323) was previously published as Coding For Dummies, (9781118951309). While this version features a new Dummies cover and design, the content is the same as the prior release and should not be considered a new or updated product. Hands-on exercises help you learn to code like a pro No coding experience is required for Coding For Dummies, your one-stop guide to building a foundation of knowledge in writing computer code for web, application, and software development. It doesn't matter if you've dabbled in coding or never written a line of code, this book guides you through the basics. Using foundational web development languages like HTML, CSS, and JavaScript, it explains in plain English how coding works and why it's needed. Online exercises developed by Codecademy, a leading online code training site, help hone coding skills and demonstrate results as you practice. The site provides an environment where you can try out tutorials built into the text and see the actual output from your coding. You'll also gain access to end-of-chapter challenges to apply newly acquired skills to a less-defined assignment. So what are you waiting for? The current demand for workers with coding and computer science skills far exceeds the supply Teaches the foundations of web development languages in an easy-to-understand format Offers unprecedented opportunities to practice basic coding languages Readers can access online hands-on exercises and end-of-chapter assessments that develop and test their new-found skills If you're a student looking for an introduction to the basic concepts of coding or a professional looking to add new skills, Coding For Dummies has you covered.

Mastering Predictive Analytics with scikit-learn and TensorFlow

Mastering Predictive Analytics with scikit-learn and TensorFlow Pdf/ePub eBook Author: Alvaro Fuentes
Editor: Packt Publishing Ltd
ISBN: 1789612241
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Mastering Predictive Analytics with scikit-learn and TensorFlow by Alvaro Fuentes Summary

Learn advanced techniques to improve the performance and quality of your predictive models Key Features Use ensemble methods to improve the performance of predictive analytics models Implement feature selection, dimensionality reduction, and cross-validation techniques Develop neural network models and master the basics of deep learning Book Description Python is a programming language that provides a wide range of features that can be used in the field of data science. Mastering Predictive Analytics with scikit-learn and TensorFlow covers various implementations of ensemble methods, how they are used with real-world datasets, and how they improve prediction accuracy in classification and regression problems. This book starts with ensemble methods and their features. You will see that scikit-learn provides tools for choosing hyperparameters for models. As you make your way through the book, you will cover the nitty-gritty of predictive analytics and explore its features and characteristics. You will also be introduced to artificial neural networks and TensorFlow, and how it is used to create neural networks. In the final chapter, you will explore factors such as computational power, along with improvement methods and software enhancements for efficient predictive analytics. By the end of this book, you will be well-versed in using deep neural networks to solve common problems in big data analysis. What you will learn Use ensemble algorithms to obtain accurate predictions Apply dimensionality reduction techniques to combine features and build better models Choose the optimal hyperparameters using cross-validation Implement different techniques to solve current challenges in the predictive analytics domain Understand various elements of deep neural network (DNN) models Implement neural networks to solve both classification and regression problems Who this book is for Mastering Predictive Analytics with scikit-learn and TensorFlow is for data analysts, software engineers, and machine learning developers who are interested in implementing advanced predictive analytics using Python. Business intelligence experts will also find this book indispensable as it will teach them how to progress from basic predictive models to building advanced models and producing more accurate predictions. Prior knowledge of Python and familiarity with predictive analytics concepts are assumed.

Machine Learning for Future Fiber-Optic Communication Systems

Machine Learning for Future Fiber-Optic Communication Systems Pdf/ePub eBook Author: Alan Pak Tao Lau,Faisal Nadeem Khan
Editor: Academic Press
ISBN: 0323852289
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Machine Learning for Future Fiber-Optic Communication Systems by Alan Pak Tao Lau,Faisal Nadeem Khan Summary

Machine Learning for Future Fiber-Optic Communication Systems provides a comprehensive and in-depth treatment of machine learning concepts and techniques applied to key areas within optical communications and networking, reflecting the state-of-the-art research and industrial practices. The book gives knowledge and insights into the role machine learning-based mechanisms will soon play in the future realization of intelligent optical network infrastructures that can manage and monitor themselves, diagnose and resolve problems, and provide intelligent and efficient services to the end users. With up-to-date coverage and extensive treatment of various important topics related to machine learning for fiber-optic communication systems, this book is an invaluable reference for photonics researchers and engineers. It is also a very suitable text for graduate students interested in ML-based signal processing and networking. Discusses the reasons behind the recent popularity of machine learning (ML) concepts in modern optical communication networks and the why/where/how ML can play a unique role Presents fundamental ML techniques like artificial neural networks (ANNs), support vector machines (SVMs), K-means clustering, expectation-maximization (EM) algorithm, principal component analysis (PCA), independent component analysis (ICA), reinforcement learning, and more Covers advanced deep learning (DL) methods such as deep neural networks (DNNs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), and generative adversarial networks (GANs) Individual chapters focus on ML applications in key areas of optical communications and networking

The Advanced American Bidding System

The Advanced American Bidding System Pdf/ePub eBook Author: Chris Hasney, with Jerry Pottier
Editor: Trafford Publishing
ISBN: 1466980982
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The Advanced American Bidding System by Chris Hasney, with Jerry Pottier Summary

Overview of the American Bridge Series The American Bridge Series is designed as a sequential set of bidding courses, suitable for self-study or classroom-style study under the guidance of a professional bridge teacher. Volumes I through III include declarer play and defense skills as they relate to the bidding skills taught in each text. Volume IV is reserved for true experts; thus, declarer play and defense lessons would be an insult and are not included. The entire series takes about five years of study and practice to complete. Volume I, The Basic American Bidding System was written for beginners and for social players who need to brush-up on basic bidding skills prior to tackling modern bidding methods. It features 5-card major suit opening bids, strong twos, and some basics of Forcing and Non-Forcing Stayman, Blackwood, Gerber, and few other things designed to form the framework for further study. Volume II, The Intermediate American Bidding System makes the transition to modern methods including weak two openings. It teaches all of the pieces of "Standard" American in a way that integrates all of the varied forms of same. Don't be thrown by the term "intermediate." Many duplicate players think that they have reached that level when they can no longer play in novice games. Not so. "Intermediate," as defined by the authors, can vary from folks with zero ACBL masterpoints to 2500 masterpoints. It's not the points that count, it's the skill level. Volume III, The Advanced American Bidding System presumes a complete understanding and skill with all of the material in Volume II. However, some of the Volume II material is repeated for intended redundancy, since the authors suspect that many folks who shouldn't be attempting to study Volume III will do so anyway. After all, "I'm a Life Master, I must be Advanced." The authors suggest that anyone not comfortable playing in Flight A at an ACBL regional or national tournament, or the World Bridge Federation (WBF) or other governing body equivalent thereof avoid purchase and study of Volume III until they have mastered all that is taught in Volume II. Volume IV, The Expert American Bidding System, (NOT YET RELEASED) presumes two years' experience with the bidding techniques taught in Volume III, and expert declarer play and defense skills. This is not a "Mom and Pop" book. It is for those who wish to successfully compete in such ACBL events as Flight A Grand National Teams, the Blue Ribbon Pairs, the Life Master Pairs, the Spingold, Vanderbilt, and Reisinger teams, etc., and International events like the Bermuda Bowl and Venice Cup, The London Times Pairs, the McCallan, etc. It features 4-card majors, the TEAS responses to no trump openings, weak no trumps, and a variety of other bidding methods which will get bidders to the optimum place but will require expert declarer play or defensive skills to maximize results. All four books emphasize sound, disciplined bidding and an underlying philosophy of "You bid your cards, I'll bid mine, we'll get to the right spot." By the time students complete study and practice of Volume III, they should be able to know what cards partner holds almost to the spot at the conclusion of an auction. In fact, Jerry and one of his partners were once accused of cheating when they got cocky and did this after an auction. The comment was: "How can you know what cards your partner holds?" Jerry's answer: "Isn't that the whole point of the bidding?"

Pattern Recognition and Computer Vision

Pattern Recognition and Computer Vision Pdf/ePub eBook Author: Huimin Ma,Liang Wang,Changshui Zhang,Fei Wu,Tieniu Tan,Yaonan Wang,Jianhuang Lai,Yao Zhao
Editor: Springer Nature
ISBN: 3030880079
FileSize: 1931kb
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Pattern Recognition and Computer Vision by Huimin Ma,Liang Wang,Changshui Zhang,Fei Wu,Tieniu Tan,Yaonan Wang,Jianhuang Lai,Yao Zhao Summary

The 4-volume set LNCS 13019, 13020, 13021 and 13022 constitutes the refereed proceedings of the 4th Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2021, held in Beijing, China, in October-November 2021. The 201 full papers presented were carefully reviewed and selected from 513 submissions. The papers have been organized in the following topical sections: Object Detection, Tracking and Recognition; Computer Vision, Theories and Applications, Multimedia Processing and Analysis; Low-level Vision and Image Processing; Biomedical Image Processing and Analysis; Machine Learning, Neural Network and Deep Learning, and New Advances in Visual Perception and Understanding.

Deep Learning: Concepts and Architectures

Deep Learning: Concepts and Architectures Pdf/ePub eBook Author: Witold Pedrycz,Shyi-Ming Chen
Editor: Springer Nature
ISBN: 3030317560
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Deep Learning: Concepts and Architectures by Witold Pedrycz,Shyi-Ming Chen Summary

This book introduces readers to the fundamental concepts of deep learning and offers practical insights into how this learning paradigm supports automatic mechanisms of structural knowledge representation. It discusses a number of multilayer architectures giving rise to tangible and functionally meaningful pieces of knowledge, and shows how the structural developments have become essential to the successful delivery of competitive practical solutions to real-world problems. The book also demonstrates how the architectural developments, which arise in the setting of deep learning, support detailed learning and refinements to the system design. Featuring detailed descriptions of the current trends in the design and analysis of deep learning topologies, the book offers practical guidelines and presents competitive solutions to various areas of language modeling, graph representation, and forecasting.

Deep Learning with R Cookbook

Deep Learning with R Cookbook Pdf/ePub eBook Author: Swarna Gupta,Rehan Ali Ansari,Dipayan Sarkar
Editor: Packt Publishing Ltd
ISBN: 1789808278
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Deep Learning with R Cookbook by Swarna Gupta,Rehan Ali Ansari,Dipayan Sarkar Summary

Tackle the complex challenges faced while building end-to-end deep learning models using modern R libraries Key Features Understand the intricacies of R deep learning packages to perform a range of deep learning tasks Implement deep learning techniques and algorithms for real-world use cases Explore various state-of-the-art techniques for fine-tuning neural network models Book Description Deep learning (DL) has evolved in recent years with developments such as generative adversarial networks (GANs), variational autoencoders (VAEs), and deep reinforcement learning. This book will get you up and running with R 3.5.x to help you implement DL techniques. The book starts with the various DL techniques that you can implement in your apps. A unique set of recipes will help you solve binomial and multinomial classification problems, and perform regression and hyperparameter optimization. To help you gain hands-on experience of concepts, the book features recipes for implementing convolutional neural networks (CNNs), recurrent neural networks (RNNs), and Long short-term memory (LSTMs) networks, as well as sequence-to-sequence models and reinforcement learning. You’ll then learn about high-performance computation using GPUs, along with learning about parallel computation capabilities in R. Later, you’ll explore libraries, such as MXNet, that are designed for GPU computing and state-of-the-art DL. Finally, you’ll discover how to solve different problems in NLP, object detection, and action identification, before understanding how to use pre-trained models in DL apps. By the end of this book, you’ll have comprehensive knowledge of DL and DL packages, and be able to develop effective solutions for different DL problems. What you will learn Work with different datasets for image classification using CNNs Apply transfer learning to solve complex computer vision problems Use RNNs and their variants such as LSTMs and Gated Recurrent Units (GRUs) for sequence data generation and classification Implement autoencoders for DL tasks such as dimensionality reduction, denoising, and image colorization Build deep generative models to create photorealistic images using GANs and VAEs Use MXNet to accelerate the training of DL models through distributed computing Who this book is for This deep learning book is for data scientists, machine learning practitioners, deep learning researchers and AI enthusiasts who want to learn key tasks in deep learning domains using a recipe-based approach. A strong understanding of machine learning and working knowledge of the R programming language is mandatory.

Advances in Knowledge Discovery and Data Mining

Advances in Knowledge Discovery and Data Mining Pdf/ePub eBook Author: Kamal Karlapalem,Hong Cheng,Naren Ramakrishnan,R. K. Agrawal,P. Krishna Reddy,Jaideep Srivastava,Tanmoy Chakraborty
Editor: Springer Nature
ISBN: 3030757625
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Advances in Knowledge Discovery and Data Mining by Kamal Karlapalem,Hong Cheng,Naren Ramakrishnan,R. K. Agrawal,P. Krishna Reddy,Jaideep Srivastava,Tanmoy Chakraborty Summary

The 3-volume set LNAI 12712-12714 constitutes the proceedings of the 25th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2021, which was held during May 11-14, 2021. The 157 papers included in the proceedings were carefully reviewed and selected from a total of 628 submissions. They were organized in topical sections as follows: Part I: Applications of knowledge discovery and data mining of specialized data; Part II: Classical data mining; data mining theory and principles; recommender systems; and text analytics; Part III: Representation learning and embedding, and learning from data.

Introduction to Machine Learning in the Cloud with Python

Introduction to Machine Learning in the Cloud with Python Pdf/ePub eBook Author: Pramod Gupta,Naresh K. Sehgal
Editor: Springer Nature
ISBN: 3030712702
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Introduction to Machine Learning in the Cloud with Python by Pramod Gupta,Naresh K. Sehgal Summary

This book provides an introduction to machine learning and cloud computing, both from a conceptual level, along with their usage with underlying infrastructure. The authors emphasize fundamentals and best practices for using AI and ML in a dynamic infrastructure with cloud computing and high security, preparing readers to select and make use of appropriate techniques. Important topics are demonstrated using real applications and case studies.

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