Название: Pandas for Everyone: Python Data Analysis, 2nd Edition (Rough Cuts)
Автор: Daniel Chen
Издательство: Addison-Wesley Professional/Pearson
Год: 2022
Страниц: 336
Язык: английский
Формат: epub
Размер: 10.2 MB

Manage and Automate Data Analysis with Pandas in Python. Today, analysts must manage data characterized by extraordinary variety, velocity, and volume. Using the open source Pandas library, you can use Python to rapidly automate and perform virtually any data analysis task, no matter how large or complex. Pandas can help you ensure the veracity of your data, visualize it for effective decision-making, and reliably reproduce analyses across multiple data sets. As the name implies, this book is meant for everyone who wants to use Python for data science, whether they are veteran Python users, experienced programmers, statisticians, or entirely new to the field. For people brand new to Python the book contains a collection of appendixes for getting started with the language and for installing both Python and Pandas, and it covers the whole analysis pipeline, including reading data, visualization, data manipulation, modeling, and Machine Learning.

Название: Scala for the Impatient, 3rd Edition
Автор: Cay S. Horstmann
Издательство: Addison-Wesley Professional/Pearson
Год: 2022
Страниц: 400
Язык: английский
Формат: epub, mobi
Размер: 10.3 MB

Scala 3 is concise, consistent, flexible, robust, and efficient, but there's a lot to learn and navigating features and improvements can be challenging. Scala for the Impatient, Third Edition, is a complete yet concise guide that reflects the major enhancements of Scala 3, from improved syntax and revamped type system to powerful contextual abstractions. If you're a Java, Python, C++, or C# programmer who's new to Scala or functional programming--or even if you've already used earlier versions of Scala--this guide will help you write code that's more robust, more efficient, and more secure.

Название: Docker: Up & Running: Shipping Reliable Containers in Production, 3rd Edition (Early Release)
Автор: Sean P. Kane, Karl Matthias
Издательство: O’Reilly Media, Inc.
Год: 2022-10-25
Страниц: 131
Язык: английский
Формат: epub (true), pdf, mobi
Размер: 10.2 MB

Docker and Linux containers have fundamentally changed the way that organizations develop, deliver, and run software at scale. But understanding why these tools are important and how they can be successfully integrated into your organization's ecosystem can be challenging. This fully updated guide provides developers, operators, architects, and technical managers with a thorough understanding of the Docker tool set and how containers can improve almost every aspect of modern software delivery and management. This edition includes significant updates to the examples and explanations that reflect the substantial changes that have occurred since Docker was first released almost a decade ago.

Название: Schematron: a language for validating XML
Автор: Erik Siegel
Издательство: XML Press
Год: 2022
Страниц: 278
Язык: английский
Формат: epub (true), pdf, mobi
Размер: 10.2 MB

Schematron is a validation language that checks XML documents against business rules. It extends the validation provided by languages such as Document Type Definitions (DTD), W3C XML Schema, and RELAX NG, giving you the ability to check your XML documents for compliance with rules that can be difficult, if not impossible, to check with the other validation languages. Schematron: A language for validating XML is aimed at programmers and others who process XML. It explains the language in detail along with many examples. This book is for anyone who wants to learn Schematron or expand their existing knowledge of the language. I assume you have at least a basic knowledge of XML.

Название: Discrete Mathematical Algorithm, and Data Structure : Major Components of Mathematics, and Computer Science Explained with the help of C, C++, PHP, Java, C#, Python, and Dart
Автор: Sanjib Sinha
Издательство: Leanpub
Год: 2022-03-23
Страниц: 405
Язык: английский
Формат: pdf (true), epub
Размер: 10.3 MB

Readers will learn discrete mathematical abstracts as well as its implementation in algorithm and data structures shown in various programming languages, such as C, C++, PHP, Java, C#, Python and Dart. This book combines two major components of Mathematics and Computer Science under one roof. Readers will learn discrete mathematical abstracts as well as its implementation in algorithm and data structures. I have shown examples using various programming languages. I have used as C, C++, PHP, Java, C#, Python and Dart. This book combines two major components of Mathematics and Computer Science under one roof. Firstly, without the core conceptions and tools derived from discrete mathematics, one cannot understand the abstract or the general idea involving algorithm and data structures in Computer Science. Secondly, the objects of data structures are basically objects of discrete mathematics.

Название: Deep Learning in Production
Автор: Sergios Karagiannakos
Издательство: Leanpub
Год: 2022-02-07
Страниц: 223
Язык: английский
Формат: pdf (true), epub
Размер: 58.0 MB

Build, train, deploy, scale and maintain Deep Learning models. Understand ML infrastructure and MLOps using hands-on examples. Deep Learning (DL) research is advancing rapidly over the past years. Frameworks and libraries are constantly been developed and updated. However, we still lack standardized solutions on how to serve, deploy and scale Deep Learning models. Deep Learning infrastructure is not very mature yet. This book accumulates a set of best practices and approaches on how to build robust and scalable Machine Learning (ML) applications. It covers the entire lifecycle from data processing and training to deployment and maintenance.

Название: Simplifying Machine Learning with PyCaret : A Low-code Approach for Beginners and Experts!
Автор: Giannis Tolios
Издательство: Leanpub
Год: 2022-01-19
Страниц: 107
Язык: английский
Формат: pdf (true), epub
Размер: 16.7 MB

A beginner-friendly introduction to Machine Learning (ML) with Python, that is based on the PyCaret and Streamlit libraries. Readers will delve into the fascinating world of Artificial Intelligence (AI), by easily training and deploying their ML models! The field of Machine Learning has grown substantially in the past years due to technological and scientific advancements. Data scientists and machine learning engineers are among the best paid professionals in the modern job market, and demand for associated skills is extremely high. PyCaret is a low-code machine learning Python library that is easy to use, thus making it accessible to beginners. This book provides hands-on tutorials for each of the main PyCaret modules, such as classification, regression, clustering, anomaly detection and natural language processing (NLP). Furthermore, the book will teach you how to develop Machine Learning applications based on the Streamlit library, as well as deploy them on the cloud.

Название: Fluent React: Build Fast, Performant, and Intuitive Web Applications (Early Release)
Автор: Tejas Kumar
Издательство: O’Reilly Media, Inc.
Год: 2022-10-25
Язык: английский
Формат: epub (true), mobi
Размер: 10.3 MB

When it comes to building user interfaces on the web, React enables web developers to unlock a new world of possibilities. This practical book helps you take a deep dive into fundamental concepts of this jаvascript library, including JSX syntax and advanced patterns, the virtual DOM, React reconciliation, and advanced optimization techniques. By becoming fluent in React, you'll quickly learn how to build better web applications.

Название: Объяснимые модели искусственного интеллекта на Python. Модель искусственного интеллекта. Объяснения с использованием библиотек, расширений и фреймворков на основе языка Python
Автор: Прадипта Мишра
Издательство: ДМК Пресс
Год: 2022
Страниц: 300
Язык: русский
Формат: pdf
Размер: 45.7 MB

В этой книге рассматриваются так называемые модели «черного ящика» для повышения адаптивности, интерпретируемости и объяснимости решений, принимаемых алгоритмами искусственного интеллекта (ИИ), с использованием таких фреймворков, как библиотеки Python XAI, TensorFlow 2.0+, Keras, а также пользовательских фреймворков с использованием декораторов Python (Python Wrappers). Излагаются основы объяснимости и интерпретируемости моделей, обсуждаются методы и системы для интерпретации линейных, нелинейных моделей и моделей временных рядов, используемых в ИИ. Вы узнаете, как алгоритм ИИ принимает решение и как сделать модель ИИ интерпретируемой и объяснимой, ознакомитесь с моделями глубокого обучения. Объяснимый искусственный интеллект (Explainable Artificial Intelligent – XAI) является актуальной потребностью, поскольку все больше и больше моделей искусственного интеллекта (ИИ) используется для выработки бизнес-решений.

Название: The Python Apprentice (2022)
Автор: Robert Smallshire, Austin Bingham
Издательство: Leanpub
Год: 2022-07-15
Страниц: 356
Язык: английский
Формат: pdf (true), epub
Размер: 39.7 MB

Our goal with this book is to give you a practical and thorough introduction to the Python programming language, providing you with the tools and insight you need to be a productive Python developer. We want to help you build solid foundations, orient you in the universe of Python, and put you in a position to direct your own continued learning. The Python Apprentice together with The Python Journeyman and The Python Master comprise a trilogy of books on the Python programming language and the Python Standard Library. The material in these books is derived from Sixty North's popular and battle-tested training courses which have led thousands of programmers on a journey to being productive with Python.