Название: Modern Deep Learning for Tabular dаta: Novel Approaches to Common Modeling Problems
Автор: Andre Ye, Zian Wang
Издательство: Apress
Год: 2023
Страниц: 855
Язык: английский
Формат: pdf
Размер: 51.8 MB

Deep learning is one of the most powerful tools in the modern Artificial Intelligence landscape. While having been predominantly applied to highly specialized image, text, and signal datasets, this book synthesizes and presents novel deep learning approaches to a seemingly unlikely domain – tabular data. Whether for finance, business, security, medicine, or countless other domain, deep learning can help mine and model complex patterns in tabular data – an incredibly ubiquitous form of structured data. Part I of the book offers a rigorous overview of Machine Learning principles, algorithms, and implementation skills relevant to holistically modeling and manipulating tabular data. Part II studies five dominant Deep Learning model designs – Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, Attention and Transformers, and Tree-Rooted Networks – through both their ‘default’ usage and their application to tabular data. Part III compounds the power of the previously covered methods by surveying strategies and techniques to supercharge Deep Learning systems: autoencoders, deep data generation, meta-optimization, multi-model arrangement, and neural network interpretability. Each chapter comes with extensive visualization, code, and relevant research coverage

Название: Grokking the Java Interview : Crack you Java Interview with confidence by preparing well using these questions
Автор: Javin Paul
Издательство: Leanpub
Год: 2022-09-04
Страниц: 159
Язык: английский
Формат: pdf (true), epub
Размер: 14.8 MB

This book contains frequently asked questions and their answer/explanations on essential Java topics. You can use this book to revise all essential Java concepts before your interview quickly, and you can also use this book to learn Core Java in depth. Crack your Java interview by preparing important topics and mastering key concepts in a guided and structured way in a short time. Cracking a Java Interview is not easy, and one of the main reasons for that is Java is very vast. There are a lot of concepts and APIs to master to become a decent Java developer. Many people who are good at general topics like Data Structure and Algorithms, System Design, SQL, and Databases fail to crack the Java interview because they don't spend time learning the Core Java concepts and essential APIs and packages like Java Collection Framework, Multithreading, JVM Internals, JDBC, Design Patterns, and Object-Oriented Programming.

Название: C++ Initialization Story: A Guide Through All Initialization Options and Related C++ Areas
Автор: Bartlomiej Filipek
Издательство: Leanpub
Год: 2022-12-23
Страниц: 275
Язык: английский
Формат: pdf (true), mobi, epub
Размер: 10.3 MB

From basic syntax, constructor and destruction rules, lifetime, and template deduction. Everything you want to know about Modern C++ techniques related to initialization. C++20 included! Initialization in C++ is a hot topic! The internet is full of discussions about best practices, and there are even funny memes on that subject. The situation is not surprising, as there are more than a dozen ways to initialize a simple integer value, complex rules for the auto-type deduction, data members, and object lifetime nuances. Throughout this text, you will learn practical options to initialize various categories of variables and data members in Modern C++. More specifically, this text teaches multiple types of initialization, constructors, non-static data member initialization, inline variables, designated initializers, and more. Additionally, you’ll see the changes and new techniques from C++11 to C++20 and lots of examples to round out your understanding.

Название: Murach's ASP.NET Core MVC
Автор: Mary Delamater, Joel Murach
Издательство: Mike Murach & Associates
Год: 2020
Страниц: 784
Язык: английский
Формат: pdf
Размер: 16.9 MB

If you know the basics of C#, you’re ready to learn how to create web applications using Microsoft’s powerful technology, ASP.NET Core MVC (Model-View-Controller). And there’s no more practical way to do it than with this book. By the end of section 1…just 5 chapters…you’ll be developing real-world web apps that follow the MVC pattern, using C# code for the model and controller classes…HTML, CSS, and Razor code for the user interface (the view)…and Bootstrap classes for responsive design so that your apps adapt well to all screen sizes. You’ll also be able use the debugging tools in Visual Studio and your browser to test your apps thoroughly.

Название: Unreal Engine C++ the Ultimate Developer's Handbook: Learn C++ and Unreal Engine by Creating a Complete Action Game
Автор: Stephen Seth Ulibarri
Издательство: Independently published
Год: 2020
Страниц: 546
Язык: английский
Формат: pdf
Размер: 12.3 MB

Prepare for Unreal Engine 5! Learn the fundamentals of the C++ programming language as well as Unreal Engine’s code base for creating and packaging a complete hack and slash action game. Implement combat, AI and Behavior Trees, animation, gameplay mechanics, interfaces and delegates, collision and physics, ray casting, game saving, menu and HUD creation via UMG, and much more. If you don’t know C++, the programming language used in Unreal Engine, don’t worry. This book will teach you C++, and you will have a valuable reference filled with examples of the C++ principles you will use as a game developer. Tab the book, put in bookmarks, post-it notes, and highlight it. It will serve you as a reference to check back on while you develop your games.

Название: Beginning Spring dаta: Data Access and Persistence for Spring Framework 6 and Boot 3
Автор: Andres Sacco
Издательство: Apress
Год: 2023
Страниц: 420
Язык: английский
Формат: pdf, epub
Размер: 21.1 MB

Use the popular Spring Data project for data access and persistence using various Java-based APIs such as JDBC, JPA, MongoDB, and more. This book shows how to easily incorporate data persistence and accessibility into your microservices, cloud-native applications, and monolithic enterprise applications. It also teaches you how to perform unit and performance testing of a component that accesses a database. And it walks you through an example of each type of SQL and NoSQL database covered. After reading this book, you’ll be able to create an application that interacts with one or multiple types of databases, and conduct unit and performance testing to analyze possible problems. Source code is available on GitHub.

Название: Digital Twin for Healthcare : Design, Challenges, and Solutions
Автор: Abdulmotaleb El Saddik
Издательство: Academic Press/Elsevier
Год: 2023
Страниц: 380
Язык: английский
Формат: pdf (true), epub
Размер: 30.3 MB

Digital Twins for Healthcare: Design, Challenges and Solutions establishes the state-of-art in the specification, design, creation, deployment and exploitation of digital twins' technologies for healthcare and wellbeing. A digital twin is a digital replication of a living or non-living physical entity. When data is transmitted seamlessly, it bridges the physical and virtual worlds, thus allowing the virtual entity to exist simultaneously with the physical entity. A digital twin facilitates the means to understand, monitor, and optimize the functions of the physical entity and provide continuous feedback. It can be used to improve citizens' quality of life and wellbeing in smart cities and the virtualization of industrial processes. The Digital Twin (DT) technology has gained success in the production industry, and it is now getting attention in the domain of health and well-being. The healthcare DT models require Artificial Intelligence (AI) capabilities related to various health conditions, including early warnings of a patient's critical condition, classification of diabetes risk, heart risk, and prediction for preparedness for hospital management. In addition, DT is adopting AI to increase the scope and impact of healthcare applications.

Название: Umbraco .NET Core Mastery: Build a kickAss websites using Umbraco 10 or 9
Автор: Jon D Jones
Издательство: Leanpub
Год: 2022-07-29
Страниц: 273
Язык: английский
Формат: pdf, epub
Размер: 32.3 MB

Learn how to master Umbraco CMS development using ASP.NET 6, NET Core, or ASP.NET 5! Learn how to build a Umbraco-powered website using Umbraco v10 (or v9) and .NET Core/ASP.NET 6 /ASP.NET 5. In 2022, Umbraco moved from the .NET Framework to .NET Core has meant that a lot of things have changed within the CMS. Compared to earlier versions of Umbraco there is a now whole new way of working. In this 350-page plus book, you will get access to all the information that you will need in order to create a kickass website using Umbraco 10. In this book, you will learn everything you need to build a kickass Umbraco powered website.

Название: Feature Engineering & Selection for Explainable Models: A Second Course for Data Scientists
Автор: Md Azimul Haque
Издательство: Leanpub
Год: 2022-12-28
Страниц: 196
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

The objective of the book is to make the readers self-sufficient in the fine art of developing highly accurate Machine Learning models that make it to production. We will cover different stages of the Machine Learning project from development to the explanation of model predictions. Learning the fundamental building blocks of building machine learning models will make us better educated machine learning engineers, researchers, capable consultants, and confident leaders. This book will help beginners shorten their learning curve in their journey to become capable machine learning engineers. For experienced consultants, we cover some methods and techniques which are less often heard and used. Techniques that were not available in Python previously. For leaders in Data Science, it will help you get perspective on how to advocate your models by using model explainability. Although concepts covered in the book are applicable across programming languages, this book is written for Python users. It is for the same purpose that several algorithms mentioned in this book were developed from scratch and open-sourced as 4 separate Python libraries by the author. It is assumed that the reader has a basic understanding of libraries such as Sklearn for Machine Learning, Pandas, and Numpy for data manipulation, as well as Matplotlib and Seaborn for data visualization.

Название: A Guide to Design and Analysis of Algorithms
Автор: Soubhik Chakraborty, Prashant Pranav, Naghma Khatoon
Издательство: Nova Science Publishers, Inc.
Серия: Computer Science, Technology and Applications
Год: 2023
Страниц: 126
Язык: английский
Формат: pdf (true)
Размер: 12.6 MB

As there can be more than one algorithm for the same problem, designing and analyzing an algorithm becomes important in order to make it as efficient and robust as possible. This book will serve as a guide to design and analysis of computer algorithms. Chapter One provides an overview of different algorithm design techniques and the various applications of such techniques. Chapter Two reviews the divide and conquer strategy and the algorithm types that employ it. Chapter Three explores greedy algorithms and some problems that can be solved with this approach. Chapter Four discusses in depth the dynamic programming approach. Chapter Five provides a solution to the N-Queens problem utilizing a backtracking approach. Chapter Six elucidates the reader to branch and bound techniques and provides three solutions to problems implementing them. Part II of this book begins with Chapter Seven, where two different approaches to the analysis of algorithms are discussed. Chapter Eight reviews randomized algorithms through an empirical lens. Chapter Nine discusses Master Theorem and the many kinds of problems this Theorem can solve. Chapter Ten, the final chapter, provides notes on the empirical complexity analysis of algorithms.