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Practical Approaches to Time Series Analysis and Forecasting using Python for Informed Decision-MakingBook DescriptionEmbark on a transformative journey through the intricacies of time series analysis and forecasting with this comprehensive handbook. Beginning with the essential packages for data science and machine learning projects you will delve into Python's prowess for efficient time series data analysis, exploring the core components and real-world applications across various industries through compelling use-case studies. From understanding classical models like AR, MA, ARMA, and ARIMA to exploring advanced techniques such as exponential smoothing and ETS methods, this guide ensures a deep understanding of the subject.It will help you navigate the complexities of vector autoregression (VAR, VMA, VARMA) and elevate your skills with a deep dive into deep learning techniques for time series analysis. By the end of this book, you will be able to harness the capabilities of Azure Time Series Insights and explore the cutting-edge AWS Forecast components, unlocking the cloud's power for advanced and scalable time series forecasting.Table of Contents1. Introduction to Python and its key packages for DS and ML Projects2. Python for Time Series Data Analysis3. Time Series Analysis and its Components4. Time Series Analysis and Forecasting Opportunities in Various Industries5. Exploring various aspects of Time Series Analysis and Forecasting6. Exploring Time Series Models - AR, MA, ARMA, and ARIMA7. Understanding Exponential Smoothing and ETS Methods in TSA8. Exploring Vector Autoregression and its Subsets (VAR, VMA, and VARMA)9. Deep Learning for Time Series Analysis and Forecasting10. Azure Time Series Insights11. AWSForecast Index

Uncover the secrets of cutting-edge research in ¿Infrared Small Target Detection,¿ a crucial resource that delves into the dynamic world of infrared imaging and detection algorithms. This comprehensive book is an indispensable gem for the research community, offering a profound introduction to the theory, methods, and algorithms underlying infrared small object detection. As an invaluable guide, this book explores diverse models and categories of infrared small object detection algorithms, providing meticulous descriptions and comparisons of their strengths and limitations. Perfectly tailored for researchers, practitioners, and students with a passion for infrared imaging and detection, this book equips readers with the necessary knowledge to embark on groundbreaking investigations in this field.Readers can particularly be drawn to the book's methods, results, and topics, encompassing diverse categories of infrared small object detection algorithms and their corresponding advantages and disadvantages. The book also imparts foundational knowledge in mathematical morphology, tensor decomposition, and deep learning, enabling readers to grasp the underlying principles of these advanced algorithms. Experience the key benefits of ¿Infrared Small Target Detection¿ as readers gain a profound understanding of theory, methods, and algorithms tailored to infrared small object detection. The comprehensive descriptions and comparisons of various algorithm categories empower readers to select the perfect algorithms for their specific applications.Unlock the potential of this groundbreaking resource with a basic understanding of mathematics, statistics, and image processing. Some familiarity with infrared imaging and detection proves advantageous in fully immersing oneself in the wealth of knowledge presented within these pages.

Improve your game's code to make it more readable, reusable, modular, and optimized, guided by design patterns to enhance your overall use of C++ with Unreal EngineKey FeaturesExplore the fascinating world of design patterns and their applications in Unreal Engine 5 game developmentLearn how to translate code from Blueprint to C++ to implement performant solutions in game developmentDiscover best practices for writing clean code and applying it to Unreal Engine 5 and C++Purchase of the print or Kindle book includes a free PDF eBookBook DescriptionDesign patterns serve as a toolkit of techniques and practices that enable you to write code that's not only faster, but also more manageable. With this book, you'll explore a range of design patterns and learn how to apply them to projects developed in Unreal Engine 5.You'll begin by delving into the foundational principles of coding and develop a solid understanding of the concepts, challenges, and benefits of using patterns in your code. As you progress, you'll identify patterns that are woven into the core of Unreal Engine 5 such as Double Buffer, Flyweight, and Spatial Partitioning, followed by some of the existing tool sets that embody patterns in their design and usage including Component, Behavior Tree, and Update.In the next section of the book, you'll start developing a series of gameplay use cases in C++ to implement a variety of design patterns such as Interface and Event-based Observers to build a decoupled communications hierarchy. You'll also work with Singleton, Command, and State, along with Behavioral Patterns, Template, Subclass Sandbox, and Type Object. The final section focuses on using design patterns for optimization, covering Dirty Flag, Data Locality, and Object Pooling.By the end of this book, you'll be proficient in designing systems with the perfect C++/Blueprint blend for maintainable and scalable systems.What you will learnGrasp the essence of design patterns and their inherent utilityUnderstand the layers within UE 5 and how they work togetherIdentify the relationship between C++ code and Blueprint in Unreal Engine 5Recognize the design patterns found within existing Unreal Engine 5 functionsExplore design patterns to understand their purpose and application within Unreal Engine 5Creatively apply design patterns to existing code to overcome common challengesWho this book is forIf you are a beginner or intermediate game developer working with Unreal Engine and looking to improve your C++ coding practices, this book is tailor-made to help you produce clean, reusable code through the application of design patterns.While this book will cover introductory tasks to show the fundamentals of Unreal Engine 5, its primary purpose is not to teach Unreal Engine from scratch. Prior experience with Unreal Engine will be beneficial, but don't fret if your knowledge isn't in-depth; the book will introduce tools and features as needed.Table of ContentsUnderstanding Unreal Engine 5 and it's layers"Hello Patterns"UE5 patterns in action: Double Buffer, Flyweight and Spatial PartitioningPremade Patterns in UE5: Component, Behaviour Tree and Update MethodForgetting TickClean communication: Interface and Event Observer patternsA perfectly decoupled systemBuilding Design Patterns: Singleton, Command and StateStructuring Code with Behavioural Patterns: Template, Subclass Sandbox and Type ObjectOptimisation Through Patterns

Keeping up with the Python ecosystem can be daunting. Its developer tooling doesn't provide the out-of-the-box experience native to languages like Rust and Go. When it comes to long-term project maintenance or collaborating with others, every Python project faces the same problem: how to build reliable workflows beyond local development while staying in sync with the evolving ecosystem. With this hands-on guide, Python developers will learn how to forge the moving parts of a Python project into an easy-to-use toolchain, using state-of-the-art tools including Poetry, Nox, pytest, mypy, pre-commit, Black, Ruff, uv, Rye, Hatch, and more. Author Claudio Jolowicz shows you how to create robust Python project structures complete with unit tests, static analysis, code formatting, and type checking. You'll learn how to: Create open source projects with state-of-the-art infrastructure Build a custom infrastructure for all Python projects in a company or team Improve and modernize the infrastructure of an existing Python project Evaluate modern Python tooling for adoption in existing projects Use tools for packaging and dependency management Automate common development tasks such as testing, dependency updates, and publishing releases

Crafting Games with Python: From Basics to Brilliance stands as an exhaustive guide, ushering aspiring game developers through a comprehensive journey from fundamental concepts to mastery in Python game development. Here's a detailed overview:Comprehensive Coverage: Delve into the foundational aspects of Python programming for game development, ensuring a solid grasp of language syntax, data structures, and object-oriented programming principles.Game Development Techniques: Explore a diverse array of game development techniques, from designing game mechanics to implementing graphics and sound. The book adeptly covers essential elements crucial for creating engaging and immersive gameplay experiences.Hands-On Learning: Benefit from practical, hands-on examples accompanying each concept. These examples allow readers to immediately apply newfound knowledge, with practical exercises and coding challenges reinforcing understanding and proficiency in Python game development.Graphics and Sound Integration: Learn the art of incorporating graphics and sound effectively into Python games. Gain insights into libraries and tools facilitating the creation of visually appealing and auditory-rich gaming experiences.Project-Based Approach: Engage in project-based learning by working on progressively complex game projects. This approach ensures a gradual skill-building process, culminating in the creation of sophisticated and polished games.Optimization and Performance: Acquire insights into optimizing Python games for performance. Discover techniques that enhance speed and responsiveness, ensuring a seamless and enjoyable user experience.Industry Best Practices: Understand industry best practices in game development, from code organization to version control. The book emphasizes the importance of writing clean, maintainable code and introduces readers to tools streamlining the development process.Real-World Applications: Explore practical, real-world applications of Python game development, including insights into publishing and sharing games with a broader audience. Guidance is provided on navigating the landscape of game distribution and promotion.Suitable for All Levels: Whether you're a novice or an intermediate Python programmer, "Crafting Games with Python" accommodates learners at various levels. The gradual progression of topics ensures accessibility for those new to game development while offering challenges for more experienced developers.Expert Authorship: Authored by a seasoned professional with a background in both Python programming and game development, the book seamlessly combines theoretical knowledge with practical insights from the industry.

Gain a fundamental understanding of Python¿s syntax and features with this revised introductory and practical reference. Covering a wide array of Python¿related programming topics, including addressing language internals, database integration, network programming, and web services, yoüll be guided by sound development principles. Updated to reflect the latest in Python programming paradigms and several of the most crucial features found in Python 3, Beginning Python, Fourth Edition also covers advanced topics such as extending Python and packaging/distributing Python applications. Ten accompanying projects will ensure you can get your hands dirty in no time. You will: Become a proficient Python programmer by following along with a friendly, practical guide to the language¿s key features Write code faster by learning how to take advantage of advanced features such as magic methods, exceptions, and abstraction Gain insight into modern Python programming paradigms including testing, documentation, packaging, and distribution Work through several interesting projects, including a P2P file¿sharing application, chat client, video game, remote text editor, and more Who This Book Is For Programmers, novice and otherwise, seeking a comprehensive introduction to the Python programming language.

Generative AI has gone beyond the responsibility of researchers and data scientists and is being used by production engineers. However, there is a lot of confusion where to get started when building an end-to-end app with generative AI. This book consolidates core models, frameworks, and tools into a single source of knowledge. By providing hands-on examples, the book takes you through the generative AI ecosystem to build applications for production.The book starts with a brief and accessible introduction to transformer models before delving into some of the most popular large language models and diffusions models (image generation). These models are the foundations of both AI and your potential new apps. You will then go through various tools available to work with these models, starting with Langchain, a framework to develop foundational models, which is the next building block you should grasp after understanding generative AI models. The next chapters cover databases, caching, monitoring, etc., which are the topics necessary to build larger-scale applications. Real-world examples using these models and tools are included.By the end of this book, you should be able to build end-to-end apps that are powered by generative AI. You also should be able to apply the tools and techniques taught in this book to your use cases and business.What You Will LearnWhat is Generative AI?What is ChatGPT and GPT4?What are language models and diffusions models?How do we deploy LangChain and HuggingFace?Who This Book Is ForSoftware engineers with a few years of experience building applications in any language or infrastructure

""Illustrated Comprehension Volume 6"" by Manoj Publications is a captivating educational resource focusing on developing strong reading comprehension skills. With its engaging content and visually appealing illustrations, this volume aims to enhance students' understanding and critical thinking abilities.""Illustrated Comprehension Volume 6"" offers various reading passages across multiple genres, including fiction, non-fiction, poetry, and more. Each path is carefully chosen to challenge students and expand their literary horizons.Throughout the book, students will encounter thought-provoking comprehension questions and activities that encourage deep text analysis. These activities prompt students to identify main ideas, infer meaning, evaluate arguments, and draw conclusions. Students develop essential skills for comprehending and interpreting written works by engaging with the material.With its user-friendly layout and interactive approach, ""Illustrated Comprehension Volume 6"" enriches the learning experience. It is a valuable resource for educators, parents, and students who seek to strengthen their reading comprehension abilities and develop a lifelong love for reading.Manoj Publications' dedication to providing high-quality educational materials is evident in ""Illustrated Comprehension Volume 6,"" making it an essential tool for fostering advanced reading comprehension skills and nurturing a deeper appreciation for literature.

Data analytics for the improvement of control by overspeed alert in the monitoring management center in SUTRAN Lima. Analyzing all data in real time, historical, structured, unstructured, qualitative leads to perform a data analytics in the monitoring management center for it in this report was to apply these tools to the data to improve the control of the activity developed by speeding alerts detected by the Fleet Monitoring Control System to transport vehicles of passengers and goods authorized by the Ministry of Transport circulating in the national roads of the Peruvian territory. The information used was obtained from previous years' files by the Supervisor of the monitoring management center and in coordination with the area's operating colleagues.

Datenanalyse für die Verbesserung der Kontrolle von Übergeschwindigkeitsalarmen im Überwachungsmanagementzentrum bei SUTRAN Lima. Die Analyse aller Daten in Echtzeit, historisch, strukturiert, unstrukturiert, qualitativ, führt zur Durchführung einer Datenanalyse im Überwachungsmanagementzentrum, denn in diesem Bericht ging es darum, diese Werkzeuge auf die Daten anzuwenden, um die Kontrolle der Aktivität zu verbessern, die sich durch die vom Flottenüberwachungs-Kontrollsystem festgestellten Geschwindigkeitsüberschreitungen von Fahrzeugen zur Beförderung von Personen und Gütern entwickelt hat, die vom Verkehrsministerium genehmigt wurden und auf den nationalen Straßen des peruanischen Territoriums verkehren. Die verwendeten Informationen wurden vom Leiter des Überwachungszentrums und in Abstimmung mit den in diesem Bereich tätigen Kollegen aus den Akten der vergangenen Jahre entnommen. Mit Hilfe der Tools konnten die Kontrolltabellen für die verschiedenen Aktivitäten, einschließlich der allgemeinen und differenzierten Geschwindigkeitskontrolle, vereinheitlicht werden.

Analitika dannyh dlq uluchsheniq kontrolq preduprezhdenij o prewyshenii skorosti w centre uprawleniq monitoringom w SUTRAN Lima. Analiz wseh dannyh w real'nom wremeni, istoricheskih, strukturirowannyh, nestrukturirowannyh, kachestwennyh, priwodit k prowedeniü analitiki dannyh w centre uprawleniq monitoringom, dlq chego w dannom otchete predpolagalos' primenit' äti instrumenty k dannym s cel'ü uluchsheniq kontrolq deqtel'nosti, razwiwaüschejsq w rezul'tate preduprezhdenij o prewyshenii skorosti, obnaruzhennyh sistemoj monitoringa parka transportnyh sredstw dlq perewozki passazhirow i gruzow, razreshennyh Ministerstwom transporta, cirkuliruüschih po nacional'nym dorogam na territorii Peru. Ispol'zuemaq informaciq byla poluchena iz fajlow za predyduschie gody superwajzerom centra uprawleniq monitoringom i w koordinacii s kollegami, rabotaüschimi w ätoj oblasti. S pomosch'ü ätih instrumentow udalos' standartizirowat' kontrol'nye tablicy dlq razlichnyh widow deqtel'nosti, wklüchaq obschij i differencirowannyj kontrol' preduprezhdenij o prewyshenii skorosti.

We lelcome to Beginning C: From Novice to Professional, Fourth Edition. With this book you can become a competent C programmer. In many ways, C is an ideal language with which to learn programming. C is a very compact language, so there isn't a lot of syntax to learn before you can write real applications. In spite of its conciseness and ease, it's also an extremely powerful language that's still widely used by professionals. The power of C is such that it is used for programming at all levels, from device drivers and operating system components to large-scale applications. C compilers are available for virtually every kind of computer, so when you've learned C, you'll be equipped to program in just about any context. Finally, once you know C, you have an excellent base from which you can build an understanding of the object-oriented C++. My objective in this book is to minimize what I think are the three main hurdles the aspiring programmer must face: coming to grips with the jargon that pervades every programming language, understanding how to use the language elements (as opposed to merely knowing what they are), and appreciating how the language is applied in a practical context. Jargon is an invaluable and virtually indispensable means of communication for the expert professional as well as the competent amateur, so it can't be avoided.

Fully updated for Android Studio Hedgehog (2023.1.1) and the new UI, this book teaches you how to develop Android-based applications using the Java programming language.This book begins with the basics and outlines how to set up an Android development and testing environment, followed by an overview of areas such as tool windows, the code editor, and the Layout Editor tool. An introduction to the architecture of Android is followed by an in-depth look at the design of Android applications and user interfaces using the Android Studio environment.Chapters also cover the Android Architecture Components, including view models, lifecycle management, Room database access, the Database Inspector, app navigation, live data, and data binding.More advanced topics such as intents are also covered, as are touch screen handling, gesture recognition, and the recording and playback of audio. This book edition also covers printing, transitions, and foldable device support.The concepts of material design are also covered in detail, including the use of floating action buttons, Snackbars, tabbed interfaces, card views, navigation drawers, and collapsing toolbars.Other key features of Android Studio and Android are also covered in detail, including the Layout Editor, the ConstraintLayout and ConstraintSet classes, MotionLayout Editor, view binding, constraint chains, barriers, and direct reply notifications.Chapters also cover advanced features of Android Studio, such as App Links, Gradle build configuration, in-app billing, and submitting apps to the Google Play Developer Console.Assuming you already have some Java programming experience, are ready to download Android Studio and the Android SDK, have access to a Windows, Mac, or Linux system, and have ideas for some apps to develop, you are ready to get started.

"Python: Guida Completa alla Programmazione" è un libro esaustivo progettato per introdurre chiunque alla programmazione utilizzando Python. Questo manuale offre un percorso completo, adatto sia ai principianti che a coloro che desiderano approfondire le proprie competenze. Caratteristiche Principali:Introduzione Progressiva: Il libro inizia con concetti di base per costruire una solida comprensione della sintassi e dei principi fondamentali di Python.Ampia Copertura dei Concetti: Copre una vasta gamma di argomenti, dai fondamenti come variabili, loop e funzioni, fino a concetti più avanzati come programmazione orientata agli oggetti, gestione delle eccezioni e ottimizzazione del codice.

Use PHP to enhance your web pages. This book shows you how PHP programming works, and how to write and organize PHP code. The book starts with steps to download and install a setup for a sample website that will form the basis for upcoming chapters. You start by writing PHP code and learn how to mix it with HTML and manage the code. From there, you will learn about dynamic content, along with a deep dive into form processing and sending email. Saving uploaded data and uploading files is discussed next. You will learn how to configure your PHP project and develop a library. You will then learn how to create an image catalog and manage data on your web page. By the end of the book, you will understand how to work with cookies, sessions, and logging in, followed by an example of creating a simple blog that reiterates the concepts developed in the previous chapters.After reading this book, you will be able to configure, create, and manage your dynamic website.What Will You LearnKnow the basics of programming with the PHP languageUse PHP to generate dynamic web pagesWork with SQL databasesWork with forms to upload text data and binary filesUse tips and tricks to write clean and maintainable codeWho This Book Is ForWeb developers and students learning to develop and maintain PHP code on their website

Seminar paper from the year 2023 in the subject Computer Science - Commercial Information Technology, grade: 1,3, University of Hagen (Lehrstuhl für Betriebswirtschaftslehre, insb. Gestaltung soziotechnischer Informationssysteme), course: Senioren in der Digitalisierung, language: English, abstract: The elderly population is growing rapidly worldwide. This group is at higher risk for age-related losses in hearing, vision, mobility, and cognition. Video games have been shown to be effective in improving physical and psychological abilities of the elderly. However, there is limited research on how to make video games more appealing to the elderly. This paper addresses this gap by processing the first steps of the Design Science Methodology for developing an artifact that provides guidelines for creating video games that are attractive and usable for people aged 65 and older. The artifact is based on a literature review and the Design Science Research Methodology.

This book teaches you all about the Java language and how to use it to create applets and applications. JAVA Programming is a free introductory computer programming textbook that uses Java as the language of instruction. It is suitable for use in an introductory programming course and for people who are trying to learn programming on their own. There are no prerequisites beyond a general familiarity with the ideas of computers and programs. The first chapter deals with with the basis of JAVA programming. The next chapters of the book explains the object oriented concepts, Event driven programming, Generic programming and Concurrent Programming.

It is a known reality in the teaching of computer programming subjects, that the initiation in these subjects is usually problematic (Joyanes Aguilar, 1991, p. XI). This is due to a lack of understanding of the definition and components of the problems to be solved (Lozano R., 1986, p. 13) and, secondly, to the lack of use by students of the methods and techniques available for this task. The present work shows a quantitative and qualitative study, which is based on the design, application and analysis of the results of various research tools (questionnaires, interviews, document review and observations), which will be used with university students of programming subjects, with the purpose of identifying in what percentage they use them and what favourable or unfavourable conceptual aspects they contribute when using them in the development of computer programs.

É uma realidade conhecida no ensino das disciplinas de programação informática, que a iniciação nestas disciplinas é geralmente problemática (Joyanes Aguilar, 1991, p. XI). Este facto deve-se, por um lado, à falta de compreensão da definição e dos componentes dos problemas a resolver (Lozano R., 1986, p. 13) e, por outro, à falta de utilização, por parte dos alunos, dos métodos e técnicas disponíveis para esta tarefa. O presente trabalho apresenta um estudo quantitativo e qualitativo, que se baseia na conceção, aplicação e análise dos resultados de vários instrumentos de investigação (questionários, entrevistas, revisão de documentos e observações), que serão utilizados com estudantes universitários de disciplinas de programação, com o objetivo de identificar em que percentagem os utilizam e que aspectos conceptuais favoráveis ou desfavoráveis contribuem quando os utilizam no desenvolvimento de programas informáticos.

Master the art of GUI development in Python with this comprehensive guide¿¿Python GUI with PyQt is an invaluable guide for both novice and experienced programmers who want to master the art of creating visually appealing and interactive graphical user interfaces (GUIs) for Python applications using the PyQt5 library and the Qt Designer visual layout tool. It covers all the essential concepts of PyQt5 GUI programming in a comprehensive and beginner-friendly manner.The book starts with the basics of GUI programming, such as creating windows, using layout managers, and managing signals and events. It then covers more advanced topics, such as creating dialog and message boxes, using container, input, item views, and display widgets. Then it teaches you to connect signals to slots, the cornerstone of event-driven programming, and discover how to utilize Qt Designer, a visual GUI design tool, to streamline the development process. As you progress, delve into the realm of containers, learning to organize and manage widgets with finesse. Explore the vast array of input widgets, enabling users to seamlessly provide data. You finally conclude your journey by mastering the art of display widgets, empowering you to present information with clarity and elegance. The book is also highly interactive, with practical examples and exercises at the end of each chapter. These help you solidify your understanding of the concepts and gain practical experience in PyQt5 GUI programming.WHAT YOU WILL LEARN¿ Practice your code in various IDEs, such as VS Code and Jupyter Notebook.¿ Write comments against your code to make it more readable and maintainable.¿ Discover different types of widgets available in Qt Designer, such as buttons, labels, text boxes, check boxes, radio buttons, drop-down menus, item views, and container widgets. ¿ Explore the different layout management options available in PyQt5, such as vertical, horizontal, form, and grid layouts.¿ Learn about the unique signals and slots mechanism in PyQt5 for handling events.WHO THIS BOOK IS FORThis book is for students of all levels, whether you're a novice programmer seeking to build your first GUI application or an experienced developer seeking to expand your skillset. From middle school to postgraduate, in any branch of engineering, science, or programming, this book will serve as your indispensable companion in elevating your Python programming prowess.

Juggling multiple partners and clients? Streamline your business communications with this guide to electronic data interchange (EDI) in SAP S/4HANA! Begin with an overview of EDI processing and how it works. Next, follow step-by-step instructions for configuring and managing EDIs in your SAP S/4HANA landscape. Customize IDocs, configure SAP Application Interface Framework and SAP Integration Suite, test your EDI solution, and more. This is your one-stop shop for comprehensive B2B integration in SAP S/4HANA! Highlights include: 1) Prerequisites 2) Environment setup 3) EDI standards 4) Configuration 5) SAP Application Interface Framework 6) SAP Integration Suite 7) SAP Business Technology Platform (SAP BTP) 8) Test automation 9) IDocs 10) APIs

It's finally here-your guide to Python for engineers and scientists, by an engineer and scientist! Get to know your development environments and the key Python modules you'll need: NumPy, SymPy, SciPy, Matplotlib, and VPython. Understand basic Python program structures and walk through practical exercises that start simple and increase in complexity as you work your way through the book. With information on statistical calculations, Boolean algebra, and interactive programming with Tkinter, this Python guide belongs on every scientist's shelf! Highlights include: 1) Program structures 2) NumPy 3) Matplotlib 4) SymPy 5) SciPy 6) VPython 7) Tkinter 8) Numerical calculations 9) Statistical calculations 10) Boolean algebra

p>If you thought data structures and algorithms were all just theory, you're missing out on what they can do for your Python code. Learn to use Big O notation to make your code run faster by orders of magnitude. Choose from data structures such as hash tables, trees, and graphs to increase your code's efficiency exponentially. With simple language and clear diagrams, this book makes this complex topic accessible, no matter your background. Every chapter features practice exercises to give you the hands-on information you need to master data structures and algorithms for your day-to-day work. Algorithms and data structures are much more than abstract concepts. Mastering them enables you to write code that runs faster and more efficiently, which is particularly important for today's web and mobile apps. Take a practical approach to data structures and algorithms, with techniques and real-world scenarios that you can use in your daily production code. The Python edition uses Python exclusively for all code examples, exercise, and solutions. Use Big O notation to measure and articulate the efficiency of your code, and modify your algorithm to make it faster. Find out how your choice of arrays, linked lists, and hash tables can dramatically affect the code you write. Use recursion to solve tricky problems and create algorithms that run exponentially faster than the alternatives. Dig into advanced data structures such as binary trees and graphs to help scale specialized applications such as social networks and mapping software. You'll even encounter a single keyword that can give your code a turbo boost. Practice your new skills with exercises in every chapter, along with detailed solutions. Use these techniques today to make your Python code faster and more scalable.

This textbook delves into the practical applications of surface and groundwater hydrology, as well as the environment. The Part I, "Practical Python for a Water and Environment Professional," guides readers through setting up a scientific computing environment and conducting exploratory data analysis and visualization using reproducible workflows. The Part II, "Statistical Modeling in Hydrology," covers regression models, time series analysis, and common hypothesis testing. The Part III, "Surface and Subsurface Water," illustrates the use of Python in understanding key concepts related to seepage, groundwater, and surface water flows. Lastly, the Part IV, "Environmental Applications," demonstrates the application of Python in the study of various contaminant transport phenomena.

The aim of this book is to show how IT can contribute to providing accurate figures for the administrative population census. When this counting operation is carried out without the support of NICTs, the data relating to the count is tedious and can only be estimated by statistical methods. The book shows the various stages involved in implementing an IT solution capable of managing the information linked to the population count using a database, and automating each of the algorithms.

Diese einmalige und in sich geschlossene Einführung in die Programmierung verwendet Python um in die wichtigsten Paradigmen der Programmierung einzuführen: die Prozedurale Programmierung, dieObjektorientierte Programmierung und die Funktionale Programmierung und schließlich die Programmierung mit Numpy. Das Buch eignet sich für eine 5 ¿ 7 ECTS Einführungsvorlesung und enthält eine Vielzahl von Aufgaben, die auch von Studierenden im Selbststudium gut zum Üben verwendet werden können. Zusätzliches Material wird Lehrkräften zur Verfügung gestellt.

C# is undeniably one of the most versatile programming languages available to engineers today. With this comprehensive guide, you'll learn just how powerful the combination of C# and .NET can be. Author Ian Griffiths guides you through C# 12.0 and .NET 8 fundamentals and techniques for building cloud, web, and desktop applications. Designed for experienced programmers, this book provides many code examples to help you work with the nuts and bolts of C#, such as generics, LINQ, and asynchronous programming features. You'll get up to speed on .NET 8 and the latest C# 11.0 and 12.0 additions, including generic math, new polymorphism options, enhanced pattern matching, and new features designed to improve productivity. This book helps you: Understand how .NET has changed in recent releases and learn what it means for application development Select the appropriate C# language features for any task Learn when to use the new features and when to stick with older ones Examine the range of functionality in .NET's class libraries Apply these class libraries to practical programming tasks Explore numerous small additions to .NET that improve expressiveness

Rust's popularity is growing, due in part to features like memory safety, type safety, and thread safety. But these same elements can also make learning Rust a challenge, even for experienced programmers. This practical guide helps you make the transition to writing idiomatic Rust--while also making full use of Rust's type system, safety guarantees, and burgeoning ecosystem. If you're a software engineer who has experience with an existing compiled language, or if you've struggled to convert a basic understanding of Rust syntax into working programs, this book is for you. By focusing on the conceptual differences between Rust and other compiled languages, and by providing specific recommendations that programmers can easily follow, Effective Rust will soon have you writing fluent Rust, not just badly translated C++. Understand the structure of Rust's type system Learn Rust idioms for error handling, iteration, and more Discover how to work with Rust's crate ecosystem Use Rust's type system to express your design Win fights with the borrow checker Build a robust project that takes full advantage of the Rust tooling ecosystem