Название: Mastering Cloud-Native Microservices: Designing and implementing Cloud-Native Microservices for Next-Gen Apps
Автор: Chetan Walia
Издательство: BPB Publications
Год: 2023
Страниц: 352
Язык: английский
Формат: pdf (true)
Размер: 24.6 MB

Microservices-based cloud-native applications are software applications that combine the architectural principles of microservices with the advantages of cloud-native infrastructure and services. If you want to build scalable, resilient, and agile software solutions that can adapt to the dynamic needs of the modern digital landscape, then this book is for you. This comprehensive guide explores the world of cloud-native microservices and their impact on modern application design. The book covers fundamental principles, adoption frameworks, design patterns, and communication strategies specific to microservices. It then emphasizes on the benefits of scalability, fault tolerance, and resource utilization. Furthermore, the book also addresses event-driven data management, serverless approaches, and security by design. All in all, this book is an essential resource that will help you to leverage the power of microservices in your cloud-native applications. By the end of the book, you will gain valuable insights into building scalable, resilient, and future-proof applications in the era of digital transformation.

Название: Building Modern GUIs with Tkinter and Python: Building user-friendly GUI applications with ease
Автор: Saurabh Chandrakar, Nilesh Bhaskarrao Bahadure
Издательство: BPB Publications
Год: 2023
Страниц: 366
Язык: английский
Формат: pdf (true)
Размер: 25.4 MB

Are you looking to create stunning graphical user interfaces (GUIs) using Python? Look no further. This comprehensive guide will take you on a journey through the powerful capabilities of Tkinter, Python's standard GUI library. This comprehensive guide explores the power of Python's Tkinter library. This book covers various classes of GUI widgets, including buttons, input fields, displays, containers, and item widgets. It teaches you how to create interactive and visually appealing user interfaces, handle file selection, gather widget information, and trace changes. Additionally, it includes a hands-on project on creating a user login system using Tkinter and sqlite3 database. Whether you're a beginner or an experienced developer, this book will empower you to build professional and intuitive GUI applications effortlessly. The purpose of this book is to introduce readers with little to no programming experience, to Python Graphical User Interface (GUI). A GUI application can be created in any programming language, say VB.Net, C#.Net etc. In this book, we shall see how to create a GUI application using Python Tkinter library. We will provide the readers with the foundational knowledge and skills which is required to start writing code for creating any desktop GUI app in Python language. By mastering Python Tkinter library, readers will be able to apply this technology to solve real-world problems and create various useful applications according to their needs. By the end of the book, you will have gained knowledge and skills in creating modern user interfaces using the Tkinter Python library.

Название: Pandas Workout (MEAP v14)
Автор: Reuven M. Lerner
Издательство: Manning Publications
Год: 2023
Страниц: 681
Язык: английский
Формат: pdf , epub
Размер: 22.2 MB

Practice makes perfect Pandas. Work out your pandas skills against dozens of real-world challenges, each carefully designed to build an intuitive knowledge of essential pandas tasks. Many people use NumPy — but “pandas” extends NumPy, providing additional functionality that makes it easy, and even fun, to do data analysis. You can think of “pandas” as an automatic transmission, compared with NumPy’s manual transmission. Both work, but “pandas” makes it easier, and allows us to think at a higher level of abstraction. The thing is, “pandas” uses data structures that look and act different from regular Python data structures. And many of the classic techniques for working with Python are a bad idea with “pandas”. So learning what you should (and shouldn’t) do with “pandas” can take some time, even if you’re an old hand with Python. This book contains 50 main exercises, and another 150 smaller exercises, aimed at helping you become more fluent with “pandas” through these sorts of hands-on challenges. The solution will usually be very short, often involving one line of code. But figuring out what to write, and which of the many possible “pandas” techniques is most applicable, can take some time.

Название: Beginning Helidon: Building Cloud-Native Microservices and Applications
Автор: Dmitry Kornilov, Daniel Kec, Dmitry Aleksandrov
Издательство: Apress
Год: 2023
Страниц: 480
Язык: английский
Формат: pdf
Размер: 10.2 MB

Learn how to build cloud-native microservices with Helidon - an open-source Java framework from Oracle. This book will show you how to take full advantage of the cloud by optimizing applications with fast start times, low memory consumption, and a small disk footprint. The open-source Helidon framework provides all that, and more. It’s based on Java 17, giving you full access to new code features. This book reveals how Helidon also supports modern enterprise Java standards such as MicroProfile. Plus, you'll see how Helidon lets you use GraalVM to build lightning-fast native executables, and its unique reactive layer allows you to develop efficient low-level APIs. Each chapter in the book teaches a new Helidon concept through practical examples based on real-life use-cases. You’ll learn how to add observability and security to your microservices, how to work with databases, and call other services. You'll also look at all MicroProfile 5.0 platform specifications as well as some stand-alone specs such as Messaging and Long Running Actions. Best of all, everything covered in this book makes it a great study guide for the upcoming Oracle Helidon certification - the perfect way to prove your new skills to a prospective employer! For developers and architects who want to start developing cloud-native applications; developers who already use different Java framework and want to learn about Helidon; those interested in developing portable applications using MicroProfile and Jakarta EE.

Название: C++ & Python for Beginners - 15th Edition, 2023
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2023
Язык: английский
Формат: pdf
Размер: 41.8 MB

Изучение основ Python и C++ является отличным выбором для расширения навыков программирования. Оба эти языка широко используются во многих сферах, включая веб-разработку, анализ данных, искусственный интеллект, игровую разработку и многое другое. Python - это высокоуровневый, интерпретируемый язык программирования, который имеет простый и понятный синтаксис. Он известен своей эффективностью и удобством в использовании. Python также обладает богатым набором библиотек, которые делают его идеальным для решения различных задач. C++ - это компилируемый язык программирования, который обеспечивает более низкоуровневый доступ к ресурсам компьютера. Он широко используется для разработки приложений, требующих высокой производительности и низкого уровня абстракции. В процессе изучения рекомендуется практиковаться, создавая собственные программы и решая задачи. Это поможет вам применить полученные знания на практике и улучшить свои навыки программирования.

Название: Effective Machine Learning Teams: Best Practices for ML Practitioners (Fifth Early Release)
Автор: David Tan, Ada Leung
Издательство: O’Reilly Media, Inc.
Год: 2023-07-18
Страниц: 296
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Gain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists and ML engineers will learn how to bridge the gap between data science and Lean software delivery in a practical and simple way. David Tan and Ada Leung from Thoughtworks show you how to apply time-tested software engineering skills and Lean delivery practices that will improve your effectiveness in ML projects. Based on the authors' experience across multiple real-world data and ML projects, the proven techniques in this book will help teams avoid common traps in the ML world, so you can iterate more quickly and reliably. With these techniques, data scientists and ML engineers can overcome friction and experience flow when delivering machine learning solutions.

Название: Machine Learning with Python: Theory and Implementation
Автор: Amin Zollanvari
Издательство: Springer
Год: 2023
Страниц: 457
Язык: английский
Формат: pdf (true)
Размер: 39.1 MB

This book is meant as a textbook for undergraduate and graduate students who are willing to understand essential elements of Machine Learning from both a theoretical and a practical perspective. The choice of the topics in the book is made based on one criterion: whether the practical utility of a certain method justifies its theoretical elaboration for students with a typical mathematical background in engineering and other quantitative fields. As a result, not only does the book contain practically useful techniques, it also presents them in a mathematical language that is accessible to both graduate and advanced undergraduate students. The primary goal of this book is to provide, as far as possible, a concise systematic introduction to practical and mathematical aspects of Machine Learning algorithms. At the same time, throughout the book and in order to keep a balance between theory and practice, the theoretical introduction to each method is complemented by its Python implementation either in Scikit-Learn or Keras.

Название: Quantum Computing: A pathway to quantum logic design, 2nd Edition
Автор: Hafiz Md. Hasan Babu
Издательство: IOP Publishing
Год: 2023
Страниц: 363
Язык: английский
Формат: pdf (true)
Размер: 89.2 MB

Quantum computing is an emerging technology with the potential to have a significant impact on science and technology. Organised into four parts, this comprehensive second edition covers topics such as the basic concepts of quantum computing alongside quantum implementation of different circuits; the fault tolerant concepts of quantum computing; the concept of QCA alongside the design processes of different QCA circuits; and an overview of QCA fault-tolerant circuits and their design procedures. In addition to updates to first edition chapters to reflect developments in recent years, this new edition sees the inclusion of problems to every chapter and eight new chapters. This book will be a great help for quantum computing researchers, faculty members and students who can develop a working understanding of circuit-based quantum computing. This quantum computing book covers basic themes of quantum computing in the first part, fault-tolerant quantum computing in the second part, quantum-dot cellular automata (QCA) in the third part and QCA fault-tolerant circuits in the fourth part. Each part has a critical thinking question section for the readers. The book covers the design aspects of quantum computing, specifically focusing on the design of various quantum circuits.

Название: Data Science Crash Course: Thyroid Disease Classification and Prediction Using Machine Learning and Deep Learning with Python GUI, Second Edition
Автор: Vivian Siahaan, Rismon Sianipar
Издательство: Balige Publishing
Год: July 2023
Страниц: 585
Язык: английский
Формат: epub (true)
Размер: 19.7 MB

Thyroid disease is a prevalent condition that affects the thyroid gland, leading to various health issues. In this session of the Data Science Crash Course, we will explore the classification and prediction of thyroid disease using Machine Learning and Deep Learning techniques, all implemented with the power of Python and a user-friendly GUI built with PyQt. We will start by conducting data exploration on a comprehensive dataset containing relevant features and thyroid disease labels. Through analysis and pattern recognition, we will gain insights into the underlying factors contributing to thyroid disease. Next, we will delve into the Machine Learning phase, where we will implement popular algorithms including Support Vector, Logistic Regression, K-Nearest Neighbors (KNN), Decision Tree, Random Forest, Gradient Boosting, Light Gradient Boosting, Naive Bayes, Adaboost, Extreme Gradient Boosting, and Multi-Layer Perceptron. These models will be trained using different preprocessing techniques, including raw data, normalization, and standardization, to evaluate their performance and accuracy. We train each model on the training dataset and evaluate its performance using appropriate metrics such as accuracy, precision, recall, and F1-score. This helps us assess how well the models can predict stroke based on the given features. To optimize the models' performance, we perform hyperparameter tuning using techniques like grid search or randomized search. This involves systematically exploring different combinations of hyperparameters to find the best configuration for each model. After training and tuning the models, we save them to disk using joblib. This allows us to reuse the trained models for future predictions without having to train them again. Moving beyond traditional Machine Learning, we will build an artificial neural network (ANN) using TensorFlow.

Название: Elixir in Action, Third Edition (MEAP v7)
Автор: Sasa Juric
Издательство: Manning Publications
Год: 2023
Страниц: 397
Язык: английский
Формат: pdf , epub, mobi
Размер: 10.2 MB

Fully updated to Elixir 1.14, this authoritative bestseller reveals how Elixir tackles problems of scalability, fault tolerance, and high availability. Thousands of developers have learned to build applications in Elixir by using Saša Juric’s Elixir in Action. Now in its third edition and fully updated to Elixir 1.14, this authoritative bestseller reveals how Elixir tackles problems of scalability, fault tolerance, and high availability. Skip the programming basics or 101 introductions; this book builds on your existing knowledge to get you quickly writing real Elixir code. Along the way, you'll develop an appreciation for, and considerable skill in, functional and concurrent programming. Elixir is the perfect choice for mission-critical software. Its fault-tolerance and concurrency capabilities let it seamlessly handle huge numbers of users and data, and its functional programming mindset means Elixir applications are predictable, readable, and easy to maintain. Start coding in Elixir, and you’ll get instant access to the battle-tested Erlang virtual machine that powers this awesome language, along with Elixir’s own thriving ecosystem of resources. It’s the reliable solution you need for everything from a large-scale distributed system to a simple web app. You’ll need intermediate skills with client/server applications and a language like Java, C#, or Ruby. No previous experience with Elixir required.