Programowanie
Time Series with PyTorch. Modern Deep Learning Toolkit for Real-World Forecasting Challenges
Graeme Davidson, Lei Ma
Neural networks are powerful tools for time-series forecasting, but applying them effectively requires both practical experience and a clear understanding of architectures, training strategies, and evaluation methods. This book brings these ideas together in a structured and practical way.Starting with PyTorch fundamentals, you will build neural networks from scratch and progress through recurrent networks, attention mechanisms, and transformers before exploring forecasting architectures such as N-BEATS, N-HiTS, and the Temporal Fusion Transformer. Along the way, you will learn robust hyperparameter tuning, conformal prediction for uncertainty estimation, and reliable evaluation practices.Unlike most forecasting books, this text also explores topics often overlooked or treated separately, including transfer learning across collections of series, synthetic data generation with diffusion models, and self-supervised representation learning. Beyond forecasting, later chapters cover classification, clustering, anomaly detection, and embeddings for large-scale time-series modeling.Throughout, the focus is pragmatic: theory is reinforced through experimentation and implementation so you can apply these methods confidently to real-world time-series problems.
Bhaskar Chaudhary
Tkinter is the built-in GUI package that comes with standard Python distributions. It is a cross-platform package, which means you build once and deploy everywhere. It is simple to use and intuitive in nature, making it suitable for programmers and non-programmers alike.This book will help you master the art of GUI programming. It delivers the bigger picture of GUI programming by building real-world, productive, and fun applications such as a text editor, drum machine, game of chess, audio player, drawing application, piano tutor, chat application, screen saver, port scanner, and much more. In every project, you will build on the skills acquired in the previous project and gain more expertise. You will learn to write multithreaded programs, network programs, database-driven programs, asyncio based programming and more. You will also get to know the modern best practices involved in writing GUI apps. With its rich source of sample code, you can build upon the knowledge gained with this book and use it in your own projects in the discipline of your choice.
Alejandro Rodas de Paz
As one of the more versatile programming languages, Python is well-known for its batteries-included philosophy, which includes a rich set of modules in its standard library; Tkinter is the library included for building desktop applications. Due to this, Tkinter is a common choice for rapid GUI development, and more complex applications can benefit from the full capabilities of this library. This book covers all of your Tkinter and Python GUI development problems and solutions.Tkinter GUI Application Development Cookbook starts with an overview of Tkinter classes and at the same time provides recipes for basic topics, such as layout patterns and event handling. Next, we cover how to develop common GUI patterns, such as entering and saving data, navigating through menus and dialogs, and performing long-running actions in the background.You can then make your apps leverage network resources effectively and perform graphical operations on a canvas and related tasks such as detecting collisions between items. Finally, this book covers using themed widgets, an extension of Tk widgets that have a more native look and feel. Finally, this book covers using the canvas and themed widgets.By the end of the book, you will have an in-depth knowledge of Tkinter classes, and will know how to use them to build efficient and rich GUI applications.
David Love
Tkinter is a modular, cross-platform application development toolkit for Python. When developing GUI-rich applications, the most important choices are which programming language(s) and which GUI framework to use. Python and Tkinter prove to be a great combination. This book will get you familiar with Tkinter by having you create fun and interactive projects. These projects have varying degrees of complexity. We'll start with a simple project, where you'll learn the fundamentals of GUI programming and the basics of working with a Tkinter application. After getting the basics right, we'll move on to creating a project of slightly increased complexity, such as a highly customizable Python editor. In the next project, we'll crank up the complexity level to create an instant messaging app. Toward the end, we'll discuss various ways of packaging our applications so that they can be shared and installed on other machines without the user having to learn how to install and run Python programs.
Mark J. Price
.NET is more powerful—and more complex—than ever. As the ecosystem evolves, so do the expectations from developers. Mastering the tools and patterns of professional .NET development can be the difference between simply shipping code and delivering resilient, scalable software. Tools and Skills for .NET 10 is a practical guide to leveling up in today’s .NET world, offering both hard technical skills and career strategies to help you thrive.Inside, you’ll learn how to manage codebases with Git and implement debugging and memory analysis techniques that save hours of guesswork. The book also covers best practices for writing and maintaining documentation for your code, services, and APIs, which is crucial for team collaboration. You’ll explore cryptography for securing data and concurrency for building responsive apps. Further chapters explore dependency injection, testing for performance and reliability, and packaging your apps in Docker containers.By the end of this book, you’ll be equipped not only with technical skills but also with the confidence to apply them in real environments. Whether you're aiming for a promotion, switching jobs, or preparing for technical interviews, you'll have the skills and the language to present yourself as a capable, well-rounded .NET developer ready for anything the industry throws at you.
Mark J. Price
.NET is more powerful—and more complex—than ever. As the ecosystem evolves, so do the expectations from developers. Mastering the tools and patterns of professional .NET development can be the difference between simply shipping code and delivering resilient, scalable software. Tools and Skills for .NET 10 is a practical guide to leveling up in today’s .NET world, offering both hard technical skills and career strategies to help you thrive.Inside, you’ll learn how to manage codebases with Git and implement debugging and memory analysis techniques that save hours of guesswork. The book also covers best practices for writing and maintaining documentation for your code, services, and APIs, which is crucial for team collaboration. You’ll explore cryptography for securing data and concurrency for building responsive apps. Further chapters explore dependency injection, testing for performance and reliability, and packaging your apps in Docker containers.By the end of this book, you’ll be equipped not only with technical skills but also with the confidence to apply them in real environments. Whether you're aiming for a promotion, switching jobs, or preparing for technical interviews, you'll have the skills and the language to present yourself as a capable, well-rounded .NET developer ready for anything the industry throws at you.
DAVID WYAND
Torque 3D is a popular game engine that supports you in every step along the way to making your game a reality. Even with all of the power and tools that Torque 3D provides, finishing a high quality 3D game requires time and knowledge.Torque 3D Game Development Cookbook is a practical guide that takes you through each of the major steps on the journey to creating your game, while learning a few tricks along the way.The recipes in this book start off with learning some of the finer points about TorqueScript. The book then moves on to each of Torque 3D's subsystems and ends with a variety of game play recipes.The various topics covered include activating level-specific game code and scheduling game events, dragging and dropping items between windows to work with an in-game inventory system, and covering the seams between objects with well placed decals. Some of the advanced topics include writing custom shaders and postFX, using zones to improve rendering performance, and enhancing your game's ambience through sound.Once you are done with Torque 3D Game Development Cookbook you'll be on your way to creating amazing 3D games and gain expert knowledge of Torque 3D.
Curtis Miller
Python's ease-of-use and multi-purpose nature has made it one of the most popular tools for data scientists and machine learning developers. Its rich libraries are widely used for data analysis, and more importantly, for building state-of-the-art predictive models. This book is designed to guide you through using these libraries to implement effective statistical models for predictive analytics.You’ll start by delving into classical statistical analysis, where you will learn to compute descriptive statistics using pandas. You will focus on supervised learning, which will help you explore the principles of machine learning and train different machine learning models from scratch. Next, you will work with binary prediction models, such as data classification using k-nearest neighbors, decision trees, and random forests. The book will also cover algorithms for regression analysis, such as ridge and lasso regression, and their implementation in Python. In later chapters, you will learn how neural networks can be trained and deployed for more accurate predictions, and understand which Python libraries can be used to implement them.By the end of this book, you will have the knowledge you need to design, build, and deploy enterprise-grade statistical models for machine learning using Python and its rich ecosystem of libraries for predictive analytics.
Denis Rothman
The transformer architecture has proved to be revolutionary in outperforming the classical RNN and CNN models in use today. With an apply-as-you-learn approach, Transformers for Natural Language Processing investigates in vast detail the deep learning for machine translations, speech-to-text, text-to-speech, language modeling, question answering, and many more NLP domains with transformers.The book takes you through NLP with Python and examines various eminent models and datasets within the transformer architecture created by pioneers such as Google, Facebook, Microsoft, OpenAI, and Hugging Face.The book trains you in three stages. The first stage introduces you to transformer architectures, starting with the original transformer, before moving on to RoBERTa, BERT, and DistilBERT models. You will discover training methods for smaller transformers that can outperform GPT-3 in some cases. In the second stage, you will apply transformers for Natural Language Understanding (NLU) and Natural Language Generation (NLG). Finally, the third stage will help you grasp advanced language understanding techniques such as optimizing social network datasets and fake news identification.By the end of this NLP book, you will understand transformers from a cognitive science perspective and be proficient in applying pretrained transformer models by tech giants to various datasets.
Jeroen Mulder, Henry Mulder
Healthcare today faces a multitude of challenges, which can be summed up as the barriers architects and consultants face in transforming the healthcare system into a more sustainable one. This book helps you to guide that transformation step by step.You’ll begin by understanding the need for this transformation, exploring related challenges, the possibilities of technology, and how human factors can be involved in digital transformation. The book will enable you to overcome inhibitions and plan various transformation steps using the Transformation into Sustainable Healthcare (TiSH) model and DevOps4Care. Next, you’ll use the observe, orient, decide, and act (OODA) loop as an iterative approach to address all stakeholders and adapt swiftly when situations change. Further, you’ll be able to build shared platforms that enable interaction between various stakeholders, including the technology-enabled care service teams. The final chapters will help you execute the transformation to sustainable healthcare using the knowledge you’ve gained while getting familiar with common pitfalls and learning how to avoid or mitigate them.By the end of this DevOps book, you will have an overview of the challenges, opportunities, and directions of solutions and be on your way toward starting the transformation into sustainable healthcare.
Ken Fogel
This comprehensive guide will help non-Java developers already using different languages transition from their current language to all things Java. The chapters are designed in a way that re-enforces a developer’s existing knowledge of object-oriented methodologies as they apply to Java.This book has been divided into four sections, with each section touching upon different aspects that’ll enable your effective transition. The first section helps you get to grips with the Java development environment and the Maven build tool for modern Java applications. In the second section, you’ll learn about Java language fundamentals, along with exploring object-oriented programming (OOP) methodologies and functional programming and discovering how to implement software design patterns in Java. The third section shows you how to code in Java on different platforms and helps you get familiar with the challenges faced on these platforms. In the fourth section, you’ll find out how you can manage and package your Java code.By the end of this Java programming book, you’ll have learned the core concepts of Java that’ll help you successfully transition from a different language to Java.
Trino Profesjonalny przewodnik. SQL w dowolnej skali, w dowolnym magazynie i w dowolnym środowisku
Matt Fuller, Manfred Moser, Martin Traverso
Za pomocą Trino, wysoce wydajnego, rozproszonego silnika zapytań SQL, przeprowadzisz szybkie, interaktywne analizy różnorodnych źródeł danych. W drugim wydaniu tego praktycznego przewodnika dowiesz się, jak analizować dane w miejscu, w którym się znajdują, niezależnie czy jest to jezioro danych obsługiwane przez system Hive, nowoczesny lakehouse obsługiwany przez tabele Iceberg lub usługę Delta Lake, inny system, taki jak Cassandra, Kafka lub SingleStore, czy może relacyjna baza danych, taka jak PostgreSQL lub Oracle. Analitycy, inżynierowie oprogramowania i produkcji dowiedzą się, jak zarządzać Trino, jak go używać i tworzyć za jego pomocą nowe rozwiązania, a także jak uczynić to narzędzie kluczowym elementem swojej platformy danych. Autorzy, Matt Fuller, Manfred Moser i Martin Traverso pokazują, jak w jednym zapytaniu Trino połączyć dane z wielu źródeł, aby dokonać analizy danych z całej organizacji. - Poznasz przypadki użycia Trino i narzędzia, za pomocą których połączysz się z Trino, aby przeszukiwać i przetwarzać ogromne ilości danych. - Dowiesz się, jak działa Trino, uwzględniając sposoby łączenia się ze źródłami danych i ich przeszukiwania za pomocą instrukcji SQL, operatorów, funkcji i innych mechanizmów - Wdrożysz i zadbasz o zabezpieczenie Trino na dużą skalę, będziesz monitorować obciążenie, dostrajać zapytania i dołączać dodatkowe aplikacje - Dowiesz się, jak inne organizacje z powodzeniem wykorzystują Trino "Trino odgrywa kluczową rolę w analizie danych w witrynie Pinterest. Ta książka opisuje najważniejsze aspekty Trino, począwszy od przypadków użycia, po wykorzystanie Trino w wielkoskalowych projektach." -Ashish Kumar Singh Lider techniczny, Big Data Query Processing Platform, Pinterest "Ta książka jest obowiązkową lekturą dla firm, które chcą unowocześnić swój stos technologiczny do analizy danych." -Jay Kreps Współtwórca Apache Kafka oraz współzałożyciel firmy Confluent i jej dyrektor ds. technicznych Matt Fuller jest współzałożycielem firmy Starburst, zajmującej się analizą danych. Manfred Moser jest rzecznikiem społeczności, pisarzem, szkoleniowcem i inżynierem oprogramowania w firmie Starbust. Martin Traverso jest współzałożycielem fundacji Trino Software Foundation, dyrektorem ds. technicznych w firmie Starburst i współtwórcą Trino.
Gurpinder Singh
In today’s world, many organizations have decided to move to secure and stable VDI platforms to benefit their organization to meet their security needs. To meet an organization’s requirements, Citrix XenDesktop serves as the best desktop virtualization solution available, providing the optimum user experience.Troubleshooting Citrix XenDesktop is a single resource guide that will help you dig deep into all the technical issues you encounter to resolve them using an autonomous and well-defined approach.The book starts by walking you through the XenDesktop architecture and the troubleshooting toolkit for Citrix XenDesktop. The subsequent chapters will help you identify possible causes of various types of Citrix XenDesktop problems that may arise while installing, configuring, or troubleshooting day-to-day problems. You will also be dealing with the most common and important VDA registration problems that you might often face while working with the XenDesktop product suite. Additionally, you will resolve issues that arise while launching Citrix sessions, troubleshoot performance issues, and learn how to integrate Citrix NetScaler with your XenDesktop environment.
Troubleshooting Docker. Develop, test, automate, and deploy production-ready Docker containers
Vaibhav Kohli, Rajdeep Dua, John Wooten
You?re pro Docker? You?ve read all about orchestration with Docker in books? Now learn how to troubleshoot Docker in practice. Gain all the tools to safely see Docker in action with this 2017 book.
Turbo Pascal. Zadania z programowania z przykładowymi rozwiązaniami
Mirosław J. Kubiak
Turbo Pascal w analizie konkretnych przykładów Proste operacje wejścia/wyjścia Tablice, iteracje oraz instrukcje warunkowe Programowanie obiektowe i pliki tekstowe Turbo Pascal to wciąż popularny proceduralny język programowania, który doskonale nadaje się do nauki programowania strukturalnego. Dobry programista, student lub nauczyciel informatyki, a także każdy człowiek zainteresowany programowaniem powinien znać podstawy tego języka i umieć rozwiązywać konkretne zadania. Podobnie zresztą powinien opanować najważniejsze zagadnienia dotyczące programowania w językach Java i C++ — i stosować je w praktyce. Trzyczęściowy zbiór, w którym zamieszczono te same lub bardzo zbliżone zadania wraz z rozwiązaniami w każdym z wyżej wymienionych języków, pozwala sprawdzić i uzupełnić wiedzę poprzez analizę podanego kodu. Książka "Turbo Pascal. Zadania z programowania z przykładowymi rozwiązaniami " to jedna z trzech części zbioru zadań programistycznych, zawierająca zadania w języku Turbo Pascal. Dzięki ich analizie zrozumiesz, na czym polegają operacje wejścia/wyjścia, do czego można używać instrukcji warunkowych oraz iteracji, jak wykorzystać tablice jedno i dwuwymiarowe. Nauczysz się stosować elementy programowania obiektowego w tym języku oraz dowiesz się więcej o plikach tekstowych. Taki układ książki ułatwi Ci przyswojenie sobie najważniejszych zagadnień z Turbo Pascala w najlepszy możliwy sposób — na prostych, konkretnych przykładach. Proste operacje wejścia/wyjścia Instrukcje warunkowe i instrukcje wyboru Iteracje Tablice jedno- i dwuwymiarowe Programowanie obiektowe Rekurencja Pliki tekstowe Praktycznie opanuj podstawy języka Turbo Pascal. Zajrzyj także do: Zbiór zadań adresowany jest do maturzystów, studentów, nauczycieli informatyki oraz osób zainteresowanych programowaniem lub rozpoczynających naukę programowania w języku Turbo Pascal. Uczniowie techników informatycznych mogą zbiory zadań wykorzystać do szybkiej powtórki przed egzaminem zawodowym.
Twilio Best Practices. Learn how to build powerful real-time voice and SMS applications with Twilio
Tim Rogers
If you have experience with at least one programming language and are looking to integrate Twilio into your applications, then this book is for you.
Twilio Best Practices. Learn how to build powerful real-time voice and SMS applications with Twilio
Tim Rogers
If you have experience with at least one programming language and are looking to integrate Twilio into your applications, then this book is for you.
Roger Stringer
Have you ever wanted to integrate phone features into a project you were working on? Maybe you wanted to send SMS messages to your customers about the latest sales? Maybe you want to set up a company directory with voice mail? Or maybe you want to add two factor authentication to your web sites to verify your users? Since Twilio was launched in 2007, developers have had a way to do these tasks. The power of Twilio's API is huge and lets you add any type of phone solution to your web site from 2-factor authentication for verifying your users, to setting up a company directory and a voice mail system. The possibilities are endless.Twilio Cookbook is your Swiss army knife for Twilio development, providing you with a number of clear step-by-step exercises. It helps you take advantage of the real power of the Twilio API, and gives you a good grounding in using it in your websites. This book looks at the Twilio API, and breaks down the mystery and confusion that surrounds adding telephone functionality to your websites. As you go through the recipes, you will learn how to take advantage of the Twilio API quickly and painlessly.You will learn how to build your own IVR system, company directory, and voicemail box, and also how to set up a 2-factor authentication system to verify users, track orders via SMS, send surveys using SMS, allow users to buy phone numbers, set up and delete sub-accounts, and check to see if a human is answering a phone call. We will also combine Twilio with other APIs to build a handy local search system such as a local business search, movie listings search, and web search. If you want to take advantage of using Twilio's API to add telephone functionality to your websites, then this book is for you.Twilio Cookbook' will leave you with a black belt in Twilio development and enable you to integrate the API into your websites.