Yurii Tomka

This monograph showcases agile development of deep learning applications, focusing on recommendation systems. It presents projects in diverse contexts: personalized music playlists via text sentiment analysis, a knowledge-sharing platform using graph neural networks, automated IT specialist selection with graph autoencoders, and a creative writing platform with recommendations. It emphasizes modern techniques (NLP, GNN) and microservice architecture. The work highlights agile methodologies, iterative development, and business analysis (ML Canvas). Practical cases demonstrate enhanced user experience, improved enterprise efficiency, and innovative tools.

Das Buch untersucht Design Patterns in Java und . NET und konzentriert sich auf deren praktische Anwendungen in der Android- bzw. Web-Entwicklung. Im Java-Abschnitt werden die Muster "Creational", "Structural" und "Behavioral" mit detaillierten Erkl rungen und realen Anwendungsf llen behandelt. Im . NET-Teil werden Singleton, Flyweight, Command, Mediator und Strategy Patterns besprochen, ihre Konzepte erl utert und ihre Implementierungen anhand von Beispielen wie Datenbankverbindungsmanagement, Waldsimulation und Textfilterung vorgestellt. Mit seiner umfassenden Abdeckung und den praktischen Einblicken dient das Buch als wertvolle Ressource f r Entwickler, die Design Patterns in ihren Projekten effektiv nutzen wollen.

O livro explora os padr es de design em Java e . NET, centrando-se nas suas aplica es pr ticas no desenvolvimento Android e Web, respetivamente. Na sec o Java, aborda os padr es Criativo, Estrutural e Comportamental, fornecendo explica es detalhadas e casos de utiliza o no mundo real. Na sec o . NET, aborda os padr es Singleton, Flyweight, Command, Mediator e Strategy, elucidando os seus conceitos e apresentando as suas implementa es atrav s de exemplos como a gest o de liga es a bases de dados, a simula o de florestas e a filtragem de texto. Com uma cobertura abrangente e ideias pr ticas, o livro constitui um recurso valioso para os programadores que pretendem utilizar eficazmente os padr es de conce o nos seus projectos.

Le livre explore les mod les de conception en Java et . NET, en se concentrant sur leurs applications pratiques dans le d veloppement Android et le d veloppement Web, respectivement. Dans la section Java, il se penche sur les mod les cr ationnels, structurels et comportementaux, en fournissant des explications d taill es et des cas d'utilisation dans le monde r el. Dans la section . NET, il aborde les mod les Singleton, Flyweight, Command, Mediator et Strategy, en lucidant leurs concepts et en pr sentant leurs impl mentations travers des exemples tels que la gestion des connexions aux bases de donn es, la simulation foresti re et le filtrage de texte. Gr ce sa couverture compl te et ses id es pratiques, ce livre constitue une ressource pr cieuse pour les d veloppeurs d sireux d'exploiter efficacement les mod les de conception dans leurs projets.

Il libro esplora i Design Pattern in Java e . NET, concentrandosi sulle loro applicazioni pratiche nello sviluppo Android e Web, rispettivamente. Nella sezione Java, approfondisce i pattern Creational, Structural e Behavioral, fornendo spiegazioni dettagliate e casi d'uso reali. Nella sezione . NET, vengono discussi i pattern Singleton, Flyweight, Command, Mediator e Strategy, chiarendone i concetti e mostrandone le implementazioni attraverso esempi come la gestione delle connessioni al database, la simulazione di una foresta e il filtraggio del testo. Grazie a una trattazione completa e a intuizioni pratiche, il libro rappresenta una risorsa preziosa per gli sviluppatori che intendono sfruttare efficacemente i design pattern nei loro progetti.

The book explores Design Patterns in Java and . NET, focusing on their practical applications in Android and web development, respectively. In the Java section, it delves into Creational, Structural, and Behavioral patterns, providing detailed explanations and real-world use cases. In the . NET section, it discusses Singleton, Flyweight, Command, Mediator, and Strategy patterns, elucidating their concepts and showcasing their implementations through examples such as database connection management, forest simulation, and text filtering. With comprehensive coverage and practical insights, the book serves as a valuable resource for developers aiming to leverage design patterns effectively in their projects.

Software development process is a process of dividing software development work into smaller, parallel, or sequential steps or sub-processes to improve design and/or product management. Software creation is complicated. Usually, it consists of a certain number of phases. Understanding the details of each phase is essential for the successful implementation of the software product and its support in the future. The textbook helps to form a theoretical and practical understanding of software development lifecycle. The peculiarities of unit testing of web projects developed on the ASP. NET platform using XUnit, Moq libraries are also analyzed using practical examples.