Видавець: 16
Manu Joseph
We live in a serendipitous era where the explosion in the quantum of data collected and a renewed interest in data-driven techniques such as machine learning (ML), has changed the landscape of analytics, and with it, time series forecasting. This book, filled with industry-tested tips and tricks, takes you beyond commonly used classical statistical methods such as ARIMA and introduces to you the latest techniques from the world of ML.This is a comprehensive guide to analyzing, visualizing, and creating state-of-the-art forecasting systems, complete with common topics such as ML and deep learning (DL) as well as rarely touched-upon topics such as global forecasting models, cross-validation strategies, and forecast metrics. You’ll begin by exploring the basics of data handling, data visualization, and classical statistical methods before moving on to ML and DL models for time series forecasting. This book takes you on a hands-on journey in which you’ll develop state-of-the-art ML (linear regression to gradient-boosted trees) and DL (feed-forward neural networks, LSTMs, and transformers) models on a real-world dataset along with exploring practical topics such as interpretability.By the end of this book, you’ll be able to build world-class time series forecasting systems and tackle problems in the real world.
Manu Joseph, Jeffrey Tackes, Christoph Bergmeir
Predicting the future, whether it's market trends, energy demand, or website traffic, has never been more crucial. This practical, hands-on guide empowers you to build and deploy powerful time series forecasting models. Whether you’re working with traditional statistical methods or cutting-edge deep learning architectures, this book provides structured learning and best practices for both.Starting with the basics, this data science book introduces fundamental time series concepts, such as ARIMA and exponential smoothing, before gradually progressing to advanced topics, such as machine learning for time series, deep neural networks, and transformers. As part of your fundamentals training, you’ll learn preprocessing, feature engineering, and model evaluation. As you progress, you’ll also explore global forecasting models, ensemble methods, and probabilistic forecasting techniques.This new edition goes deeper into transformer architectures and probabilistic forecasting, including new content on the latest time series models, conformal prediction, and hierarchical forecasting. Whether you seek advanced deep learning insights or specialized architecture implementations, this edition provides practical strategies and new content to elevate your forecasting skills.*Email sign-up and proof of purchase required
Modern Tools for Fraud Detection: Insights from the V4 and Ukraine
red. Iryna Chuy, Vilmos Lakatos, Piotr Luty
This book highlights the lessons learned from the V4 countries and Ukraine, offering a comparative perspective on regulatory frameworks, enforcement mechanisms, and technological advancements in fraud detection. Each chapter examines a specific aspect of fraud detection, offering theoretical insights, empirical research and case studies that illustrate both the challenges and best practices in combating fraudulent activities. Chapter 1 explores the role of artificial intelligence (AI) in tax fraud detection. Chapter 2 investigates tax security and its vulnerabilities. In Chapter 3 the author focuses on occupational fraud, a major issue affecting both private and public sectors. Chapter 4 scrutinizes creative accounting practices, a deceitful technique used by businesses to manipulate financial statements. Chapter 5 studies Ukraine's regulatory framework, the war's effects on financial reporting, and the barriers to achieving accounting transparency. In Chapter 6 the author addresses the controversial issue of bank account blocking by tax authorities. Chapters 7 and 8 explore VAT fraud, particularly carousel fraud, one of the most damaging types of tax fraud in the EU. Chapter 9 shifts the focus to corporate anti-corruption efforts through non-financial reporting. Chapter 10 provides recommendations for fighting corruption, CIT fraud, PIT fraud, VAT fraud, money laundering and using AI and modern tools for preventing fraud. By bringing together academic research, policy analysis, and real-world case studies, this book aims to bridge the gap between theory and practice in fraud detection.
Ricardo Peres
ASP.NET has been the preferred choice of web developers for a long time. With ASP.NET Core 3, Microsoft has made internal changes to the framework along with introducing new additions that will change the way you approach web development. This second edition has been thoroughly updated to help you make the most of the latest features in the framework, right from gRPC and conventions to Blazor, which has a new chapter dedicated to it.You’ll begin with an overview of the essential topics, exploring the Model-View-Controller (MVC) pattern, various platforms, dependencies, and frameworks. Next, you’ll learn how to set up and configure the MVC environment, before delving into advanced routing options. As you advance, you’ll get to grips with controllers and actions to process requests, and later understand how to create HTML inputs for models. Moving on, you'll discover the essential aspects of syntax and processes when working with Razor. You'll also get up to speed with client-side development and explore the testing, logging, scalability, and security aspects of ASP.NET Core. Finally, you'll learn how to deploy ASP.NET Core to several environments, such as Azure, Amazon Web Services (AWS), and Docker.By the end of the book, you’ll be well versed in development in ASP.NET Core and will have a deep understanding of how to interact with the framework and work cross-platform.
Dmytro Shpakovskyi
TestCafe is an open source end-to-end testing framework that combines unmatched ease of use with advanced automation and robust built-in stability mechanisms. This book is a comprehensive, project-based introduction to TestCafe that will show you how to use the TestCafe framework and enable you to write fast and reliable tests; plus you’ll have a proof of concept ready to demonstrate the practical potential of TestCafe.You’ll begin by learning how to write end-to-end web tests using the TestCafe syntax and features of the TestCafe framework. You’ll then go from setting up the environment all the way through to writing production-ready tests. You’ll also find out how to build a sample set of tests in a step-by-step manner and use TestCafe to log in to the website, verify the elements present on different pages, create/delete entities, and run custom JavaScript code. As you advance, you’ll delve into several stages of refactoring that will take you through the showcase setup/teardown and PageObject patterns. While this test suite is relatively simple to build, it showcases some of the most prominent features of TestCafe. Finally, this TestCafe book will show you how the tests can be run on a free and simple-to-use website, without requiring you to build and deploy your own servers or backend services.By the end of this book, you’ll have learned how to write and enhance end-to-end tests with TestCafe to solve real-world problems and deliver results.
Hans Dominik
Moderne Piraten ist ein 1929 veröffentlichter Thriller des Autors Hans Dominik. Dominik ist einer der bedeutendsten Pioniere der Zukunftsliteratur in Deutschland. Seine Science-Fiction-Erzählungen erfreuen sich seit Anfang des vorigen Jahrhunderts bis in die Gegenwart großer Beliebtheit. Mit dem Roman Moderne Piraten verfasste Hans Dominik, ansonsten eher bekannt für seine Science-Fiction-Romane, in den 30er-Jahren des 20. Jahrhunderts eine tempogeladenen Geschichte, die sich mit dem internationalen Drogenhandel beschäftigt. Durch Zufall kommt ein junger Deutscher einer Bande Rauschgifthändler auf die Spur. Ein spannender Roman, in dem eine Kriminalangelegenheit im Mittelpunkt steht, der aber auch technische Probleme behandelt. Der Roman spielt an stets wechselnden Orten und erinnert an die rasanten Verfolgungsjagden, die zum Beispiel bei James Bond-Filmen beliebt sind.
MODERNIZACJA I ROZBUDOWA MARYNARKI WOJENNEJ. WYBRANE PROBLEMY
Tomasz Szubrycht
Niniejsza publikacja jest głosem w toczącej się dyskusji nad kierunkami i zakresem modernizacji Marynarki Wojennej RP. Celem analiz i rozważań zawartych w niniejszej publikacji nie było udzielenie odpowiedzi m.in. na pytania, ile i jakich typów lub klas potrzebują polskie morskie siły zbrojne. Skupiono się w niej na pokazaniu, jakie zdolności powinny - w opinii autora - posiadać nasza marynarka wojenna [Ze Wstępu].
Luca Lusso
Working with themes in Drupal can be challenging, given the number of layers and APIs involved. Modernizing Drupal 10 Theme Development helps you explore the new Drupal 10’s theme layer in depth.With a fully implemented Drupal website on the one hand and a set of Storybook components on the other, you’ll begin by learning to create a theme from scratch to match the desired final layout. Once you’ve set up a local environment, you’ll get familiarized with design systems and learn how to map them to the structures of a Drupal website. Next, you’ll bootstrap your new theme and optimize Drupal’s productivity using tools such as webpack, Tailwind CSS, and Browsersync. As you advance, you’ll delve into all the theme layers in a step-by-step way, starting from how Drupal builds an HTML page to where the template files are and how to add custom CSS and JavaScript. You’ll also discover how to leverage all the Drupal APIs to implement robust and maintainable themes without reinventing the wheel, but by following best practices and methodologies. Toward the end, you’ll find out how to build a fully decoupled website using json:api and Next.js.By the end of this book, you’ll be able to confidently build custom Drupal themes to deliver state-of-the-art websites and keep ahead of the competition in the modern frontend world.