Название: jаvascript: The Hidden Parts: Building More Performant, Flexible, and Maintainable Applications (Second Early Release)
Автор: Milecia McGregor
Издательство: O’Reilly Media, Inc.
Год: 2022-08-29
Страниц: 142
Язык: английский
Формат: epub (true), mobi
Размер: 10.2 MB

While plenty of educational material exists for beginning and advanced jаvascript developers, resources for intermediate-level engineers are scarce. Yet this is the career step where many developers often get stuck. With this practical book, you'll learn how to apply jаvascript theory in real projects, manage every stage of the software development lifecycle, and move your career forward. Author Milecia McGregor takes frontend, backend, and full stack engineers through all of the steps and considerations of senior jаvascript engineers, including making decisions based on product and user feedback. By the time you finish this book, you'll know how to create a production-level app for any size system you face.

Название: Swarm Intelligence: Trends and Applications
Автор: Wellington Pinheiro dos Santos, Juliana Carneiro Gomes, Valter Augusto de Freitas Barbosa
Издательство: CRC Press
Год: 2023
Страниц: 261
Язык: английский
Формат: pdf (true)
Размер: 18.2 MB

This book presents the fundamentals of Swarm Intelligence, from classic algorithms to emerging techniques. It presents comprehensive theoretical foundations and examples using the main Computational Intelligence methods in programming languages ​​such as Python, Java and MATLAB. Real-world applications are also presented in areas as diverse as Medicine, Biology and industrial applications. Symbolic Artificial Intelligence is based on modeling the solution of problems such as search and optimization. Initially marked by statistical methods and Mathematical Programming, Symbolic Artificial Intelligence takes an evolutionary leap with meta-heuristics. From the inspiration in nature, with the advent of the Particle Swarm Optimization algorithm, Swarm Intelligence emerges.

Название: Learning Ray: Flexible Distributed Python for Machine Learning (7th Early Release)
Автор: Max Pumperla, Edward Oakes, Richard Liaw
Издательство: O’Reilly Media, Inc.
Год: 2022
Страниц: 220
Язык: английский
Формат: epub (true), mobi
Размер: 10.3 MB

Get started with Ray, the open source distributed computing framework that greatly simplifies the process of scaling compute-intensive Python workloads. With this practical book, Python programmers, data engineers, and data scientists will learn how to leverage Ray locally and spin up compute clusters. You'll be able to use Ray to structure and run machine learning programs at scale. Authors Max Pumperla, Edward Oakes, and Richard Liaw show you how to build reinforcement learning applications that serve trained models with Ray. You'll understand how Ray fits into the current landscape of data science tools and discover how this programming language continues to integrate ever more tightly with these tools. Distributed computation is hard, but with Ray you'll find it easy to get started.

Название: Machine Learning from Weak Supervision : An Empirical Risk Minimization Approach
Автор: Masashi Sugiyama, Han Bao, Takashi Ishida
Издательство: The MIT Press
Год: 2022
Страниц: 325
Язык: английский
Формат: pdf
Размер: 37.1 MB

Fundamental theory and practical algorithms of weakly supervised classification, emphasizing an approach based on empirical risk minimization. Standard Machine Learning (ML) techniques require large amounts of labeled data to work well. When we apply machine learning to problems in the physical world, however, it is extremely difficult to collect such quantities of labeled data. In this book Masashi Sugiyama, Han Bao, Takashi Ishida, Nan Lu, Tomoya Sakai and Gang Niu present theory and algorithms for weakly supervised learning, a paradigm of machine learning from weakly labeled data. Emphasizing an approach based on empirical risk minimization and drawing on state-of-the-art research in weakly supervised learning, the book provides both the fundamentals of the field and the advanced mathematical theories underlying them. It can be used as a reference for practitioners and researchers and in the classroom.

Название: The Complete Linux Coding & Programming Manual - 15th Edition, 2022
Автор: Black Dog Media Limited
Издательство: Papercut Limited
Год: 2022
Страниц: 149
Язык: английский
Формат: pdf
Размер: 65.4 MB

Linux присутствует повсюду. Он оживляет Интернет как основная операционная система, стоящая за серверами Сети, он поддерживает космические корабли, это операционная система для самых быстрых суперкомпьютеров в мире, и он используется в умных телевизорах и мобильных устройствах. Почему? Потому что он сверхстабилен, молниеносен и совершенно бесплатен. С помощью этой книги вы тоже сможете стать частью открытого сообщества пользователей Linux. Учебные пособия на этих страницах помогут Вам освоить Linux, покажут, как он работает, что Вы можете делать с ним и как Вы можете ирограммровать на Linux (C++ и Python), чтобы поднять Ваш опыт работы с Linux на еще большую высоту.

Название: Разработка интерфейсов. Паттерны проектирования. 3-е изд
Автор: Тидвелл Д., Брюэр Ч., Валенсия Э.
Издательство: Питep
Год: 2022
Формат: True PDF
Страниц: 558
Размер: 24,5 Mb
Язык: Русский

Спроектировать хороший интерфейс приложения не так просто. Все заказчики хотят, чтобы пользовательский опыт (user experience) был гладким, чтобы пользователь быстро и безболезненно получал то, что ему нужно, на любом устройстве и пользуясь любым каналом взаимодействия. Главная «фишка» книги — паттерны проектирования. Вы научитесь использовать паттерны при разработке интерфейсов мобильных, настольных и веб-приложений.

Название: Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning, 2nd Edition (Early Release)
Автор: Kyle Gallatin, Chris Albon
Издательство: O’Reilly Media, Inc.
Год: 2022-08-24
Язык: английский
Формат: epub (true), mobi
Размер: 10.2 MB

This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems all the way from loading data to training models and leveraging neural networks. Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context. Go beyond theory and concepts by learning the nuts and bolts you need to construct working Machine Learning applications. NumPy is a foundational tool of the Python machine learning stack.

Название: Learning Git: A Visual Approach for Using Git Successfully (Third Early Release)
Автор: Anna Skoulikari
Издательство: O’Reilly Media, Inc.
Год: 2022-09-22
Страниц: 131
Язык: английский
Формат: epub (true), mobi
Размер: 10.3 MB

Learn the basics of Git in a simple, visual, and tangible manner. With this practical book, author Anna Skoulikari helps you build a mental model of how Git version control works so that you can get the most out of this powerful tool. Whether you're a developer, data professional, technical writer, designer, or product manager, you'll learn the basics of Git in a straightforward and approachable way. This book is for anyone that wants to learn the basics of how to use Git. It is especially designed for individuals that are newly gaining technical skills or individuals that work in non-technical roles but still need to use Git to collaborate with their technical counterparts. Some examples of individuals that may benefit from this book include but are not limited to: coding bootcamp students, computer science students, technical writers, product managers, designers, junior developers, data scientists, and self-taught programmers.

Название: Enhancing Deep Learning Performance Using Displaced Rectifier Linear Unit
Автор: David Macedo
Издательство: Editora Dialetica
Год: 2022
Страниц: 121
Язык: английский
Формат: epub
Размер: 10.2 MB

Recently, Deep Learning has caused a significant impact on computer vision, speech recognition, and natural language understanding. In spite of the remarkable advances, Deep Learning (DL) recent performance gains have been modest and usually rely on increasing the depth of the models, which often requires more computational resources such as processing time and memory usage. To tackle this problem, we turned our attention to the interworking between the activation functions and the batch normalization, which is virtually mandatory currently. In this work, we propose the activation function Displaced Rectifier Linear Unit (DReLU) by conjecturing that extending the identity function of ReLU to the third quadrant enhances compatibility with batch normalization. Moreover, we used statistical tests to compare the impact of using distinct activation functions (ReLU, LReLU, PReLU, ELU, and DReLU) on the learning speed and test accuracy performance of VGG and Residual Networks state-of-the-art models.

Название: REST API Development with Node.js: Manage and Understand the Full Capabilities of Successful REST Development, Second Edition
Автор: Fernando Doglio
Издательство: Apress
Год: 2018
Страниц: 331
Язык: английский
Формат: pdf (true), epub
Размер: 11.2 MB

Manage and understand the full capabilities of successful REST development. REST API development is a hot topic in the programming world, but not many resources exist for developers to really understand how you can leverage the advantages. This completely updated second edition provides a brief background on REST and the tools it provides (well known and not so well known), then explains how there is more to REST than just JSON and URLs. You will learn about the maintained modules currently available in the npm community, including Express, Restify, Vatican, and Swagger. Finally you will code an example API from start to finish, using a subset of the tools covered.