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.

Название: Thinking Functionally in PHP
Автор: Larry Garfield
Издательство: Leanpub
Год: 2021-04-25
Страниц: 157
Язык: английский
Формат: pdf (true), mobi, epub
Размер: 10.2 MB

Approaching PHP from a functional perspective. Yes, really. With just a pinch of category theory. Functional programming has a reputation of being too nerdy, academic, and inscrutable to be useful for "common" programmers. That reputation is only partially unearned, but the concepts behind functional programming are entirely within reach of every programmer in any modern language. That includes PHP. This book takes the reader through the basics of functional programming, the new capabilities of PHP 7.4 that make it even easier, and the computer-science-y underpinnings that make it all possible. The aim of this book is not to convince you to write all PHP code in a strictly and rigidly functional fashion. Rather, the aim is to encourage you to approach problems from a functional mindset and apply the underlying principles of functional programming… most of the time.

Название: The Machine Learning Simplified : A Gentle Introduction to Supervised Learning
Автор: Andrew Wolf
Издательство: Leanpub
Год: January 2022 (First release)
Страниц: 111
Язык: английский
Формат: pdf (true)
Размер: 16.7 MB

The underlying goal of "Machine Learning Simplified" is to develop strong intuition for ML inside you. We would use simple intuitive examples to explain complex concepts, algorithms or methods, as well as democratize all mathematics behind Machine Learning (ML). After reading this book, you would understand everything that comes into the scope of Supervised Machine Learning, and would be able to not only understand nitty-gritty details of mathematics behind the scene, but also explain to anyone how things work on a high level. My goal for this book is to help make machine learning available to as many people as possible whether technical or not. It is easily accessible for a non-technical reader, but also contains way enough mathematical detail to serve as an introduction to machine learning for a technical reader. Nevertheless, some prior knowledge of mathematics, statistics and the Python programming language is recommended to get the most out of this book.

Название: Deep Learning with TensorFlow and Keras
Автор: Derrick Mwiti
Издательство: Leanpub
Год: 2022
Страниц: 354
Язык: английский
Формат: pdf (true), epub
Размер: 39.9 MB

Build Deep Learning applications with Keras and TensorFlow. Topics covered include Convolutional Neural networks, Recurrent Neural Networks, TensorBoard, Transfer learning, custom training loops, and Keras Functional API. Deep Learning (DL) is a branch of Machine Learning (ML) that involves building networks that try to mimic the working of the human brain. The dendrite in the human brain represents the input to the network, while the axion terminals represent the output. The cell is where computation would take place before we get the output. TensorFlow is an open-source Deep Learning framework that enables us to design and train Deep Learning networks.

Название: Network Analysis Made Simple: An introduction to network analysis and applied graph theory using Python and NetworkX
Автор: Eric Ma, Mridul Seth
Издательство: Leanpub
Год: 2021-04-08
Страниц: 191
Язык: английский
Формат: pdf (true), epub
Размер: 10.2 MB

Are you interested in learning about graph theory and applied network analysis, leveraging your Python skills? Then this is the book for you! See how network science & graph theory connects with a variety of data analysis problems, and use it to solve your next Data Science challenge! As the accompanying book to the popular Network Analysis Made Simple series created and taught by Eric Ma and Mridul Seth at Python, SciPy, ODSC and PyData conferences.