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Название: Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play, 2nd Edition (5th Early Release)
Автор: David Foster
Издательство: O’Reilly Media, Inc.
Год: 2022-11-16
Страниц: 286
Язык: английский
Формат: epub
Размер: 42.6 MB

Generative modeling is one of the hottest topics in AI. It is now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, Machine Learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative Deep Learning models such as variational autoencoders, generative adversarial networks (GANs), Transformers, normalizing flows, and diffusion models. A generative model can be broadly defined as follows: Generative modeling is a branch of Machine Learning (ML) that deals with the creation of models that can generate new data points that are similar to the training data. We use the Keras function image_dataset_from_directory to create a Tensorflow Dataset pointed at the directly where the images are stored.

Название: Modern Full-Stack Development: Using TypeScript, React, Node.js, Webpack, Python, Django, and Docker, 2nd Edition
Автор: Frank Zammetti
Издательство: Apress
Год: 2022
Страниц: 425
Язык: английский
Формат: epub (true), mobi
Размер: 32.0 MB

Explore what React, Node, Python, Django, TypeScript, Webpack, and Docker have to offer individually, and how they all fit together in modern app development. This updated version will show you how to build apps with React, Node.js or Django, and TypeScript, and how Webpack can be used to optimize and organize your code for deployment. You'll see why React is one of the most popular web development tools available today, and why Node.js is also frequently used for server-side development. The fact that both utilize jаvascript is a big selling point, but there are shortcomings. Modern Full-Stack Development highlights how adding Django, Webpack, and Docker to the mix resolves any issues by creating a potent full development stack on which to build applications – two possible stacks, really!!

Название: Грокаем алгоритмы. Иллюстрированное пособие для программистов и любопытствующих
Автор: Адитья Бхаргава
Издательство: Питер
Год: 2022
Страниц: 288
Язык: русский
Формат: pdf, epub
Размер: 23.0 MB

Алгоритмы — это всего лишь пошаговые инструкции решения задач, и большинство таких задач уже были кем-то решены, протестированы и проверены. Можно, конечно, погрузиться в глубокую философию гениального Кнута, изучить многостраничные фолианты с доказательствами и обоснованиями, но хотите ли вы тратить на это свое время? Откройте великолепно иллюстрированную книгу и вы сразу поймете, что алгоритмы — это просто. А грокать алгоритмы — веселое и увлекательное занятие. Я прежде всего стремился к тому, чтобы книга легко читалась. Я избегаю неожиданных поворотов; каждый раз, когда в книге упоминается новая концепция, я либо объясняю ее сразу, либо говорю, где буду объяснять. Основные концепции подкрепляются упражнениями и повторными объяснениями, чтобы вы могли проверить свои предположения и убедиться в том, что не потеряли нить изложения. В книге приводится множество примеров.

Название: Computational Intelligence and Machine Learning Approaches in Biomedical Engineering and Health Care Systems
Автор: P. Naga Srinivasu, Norita Md Norwawi, Sheng Lung Peng
Издательство: Bentham Books
Год: 2022
Страниц: 225
Язык: английский
Формат: pdf (true), epub
Размер: 21.3 MB

Computational Intelligence and Machine Learning Approaches in Biomedical Engineering and Health Care Systems explains the emerging technology that currently drives computer-aided diagnosis, medical analysis and other electronic healthcare systems. 11 book chapters cover advances in biomedical engineering fields achieved through Deep Learning (DL) and soft-computing techniques. Readers are given a fresh perspective of how intelligent systems impact patient outcomes for healthcare professionals who are assisted by advanced computing algorithms. To diagnose the early detection of the non-proliferative diabetic retinopathy, utilizing the PSO clustering for the segmentation of fundus images improves the accuracy of the non-proliferative diabetic retinopathy with Raspberry Pi. The Raspberry Pi is a minimal expense, utilizes open-source programming segments, and proficiently works for constant areas. Raspberry Pi measures the pictures and enhances results. Raspberry Pi improves the nature of the yield and decreases the expense of preparing for clinical picture applications.

Название: Challenges and Opportunities for Deep Learning Applications in Industry 4.0
Автор: Vaishali Mehta, Dolly Sharma, Sergio Marquez Sanchez
Издательство: Bentham Books
Год: 2022
Страниц: 229
Язык: английский
Формат: pdf (true), epub
Размер: 16.2 MB

The competence of Deep Learning (DL) for the automation and manufacturing sector has received astonishing attention in recent times. The manufacturing industry has recently experienced a revolutionary advancement despite several issues. One of the limitations for technical progress is the bottleneck encountered due to the enormous increase in data volume for processing, comprising various formats, semantics, qualities and features. Deep Learning enables detection of meaningful features that are difficult to perform using traditional methods. Chapters introduce the reader to a broad range of topics in Deep Learning and Machine Learning. Several Deep Learning techniques used by industrial professionals are covered, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical project methodology. Readers will find information on the value of deep learning in applications such as natural language processing (NLP), speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames.

Название: Recent Developments in Artificial Intelligence and Communication Technologies
Автор: Vikash Yadav, Parashu Ram Pal, Chuan-Ming Liu
Издательство: Bentham Books
Год: 2022
Страниц: 232
Язык: английский
Формат: pdf (true), epub
Размер: 22.8 MB

This book is a review of recent Artificial Intelligence (AI) approaches, initiatives and applications in engineering and science fields. It features contributions that highlight the use of techniques such as Machine Learning (ML), mining engineering, modeling and simulation, and fuzzy logic methods in the fields of communication, networking and information engineering. This book aims to discuss Computational Intelligence approaches, initiatives, and applications in engineering and science fields (including Machine Intelligence, Mining Engineering, Modeling and Simulation, Computer, Communication, Networking and Information Engineering, Systems Engineering, Innovative Computing Systems, Adaptive Technologies for Sustainable Growth, and Theoretical and Applied Sciences).

Название: Software Design Patterns: The Ultimate Guide
Автор: Sufyan bin Uzayr
Издательство: CRC Press
Год: 2023
Страниц: 454
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Software Design Patterns are reusable solutions to software development difficulties. However, a Software Design Pattern is not code; rather, it is a guide or paradigm that helps software engineers to construct products that follow best practices. A Design Pattern is more of a template to tackle the topic at hand than a library or framework, which can be added and utilized right away. Object-oriented programming (OOP) is supported by Design Patterns, which are based on the ideas of objects (instances of a class; data with unique attributes) and classes (user-defined types of data). Design Patterns are blueprints for resolving typical software engineering issues. They provide reproducible solutions to some of the most prevalent difficulties you’ll encounter. That said, Design Patterns aren’t a complete solution, nor are they code, classes, or libraries that you may use in your project. They are a type of problem-solving solution. Each job will be approached in a slightly different way.

Название: PHP: The Ultimate Guide
Автор: Sufyan bin Uzayr
Издательство: CRC Press
Год: 2023
Страниц: 405
Язык: английский
Формат: pdf (true)
Размер: 10.08 MB

There is no shortage of websites that use the PHP programming language in some or other capacity. PHP (Hypertext Preprocessor) is a server-side scripting language that allows you to create dynamically-generated web pages. PHP works in the backend of a website because it is a server-side technology. This is the part of a website that no one sees. This means that PHP is frequently used to run server-side programs such as data collection and processing and database management. The fact that PHP is a simple language is one of the key reasons why learning it is a wise investment. PHP was created with the goal of speeding up web development; therefore, it features a basic syntax that is ideal for beginners. Furthermore, because PHP is a dynamically typed language, there are less restrictions to follow while creating features. The PHP programming language offers a wide range of applications and features, such as authentication, payments, user administration, and other "dynamic" aspects of a website.

Название: jаvascript: The Hidden Parts: Building More Performant, Flexible, and Maintainable Applications (Third Early Release)
Автор: Milecia McGregor
Издательство: O’Reilly Media, Inc.
Год: 2022-11-15
Страниц: 191
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.07 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. TypeScript is a language developed by Microsoft that’s an extension of jаvascript that adds the ability to use types. It can be used on the front-end and the back-end, regardless of any frameworks you choose to work with.

Название: Latent Factor Analysis for High-dimensional and Sparse Matrices: A particle swarm optimization-based approach
Автор: Ye Yuan, Xin Luo
Издательство: Springer
Год: 2022
Страниц: 99
Язык: английский
Формат: pdf (true), epub
Размер: 22.7 MB

Latent factor analysis models are an effective type of machine learning model for addressing high-dimensional and sparse matrices, which are encountered in many big-data-related industrial applications. The performance of a latent factor analysis model relies heavily on appropriate hyper-parameters. However, most hyper-parameters are data-dependent, and using grid-search to tune these hyper-parameters is truly laborious and expensive in computational terms. Hence, how to achieve efficient hyper-parameter adaptation for latent factor analysis models has become a significant question.