Название: Глубокое обучение. Легкая разработка проектов на Python
Автор: Вейдман Сет
Издательство: Питер
Год: 2021
Формат: PDF
Страниц: 272
Размер: 10 Mb
Язык: Русский

Взрывной интерес к нейронным сетям и искусственному интеллекту затронул уже все области жизни, и понимание принципов глубокого обучения необходимо каждому разработчику ПО для решения прикладных задач.
Эта практическая книга представляет собой вводный курс для всех, кто занимается обработкой данных, а также для разработчиков ПО. Вы начнете с основ глубокого обучения и быстро перейдете к более сложным архитектурам, создавая проекты с нуля. Вы научитесь использовать многослойные, сверточные и рекуррентные нейронные сети. Только понимая принцип их работы (от «математики» до концепций), вы сделаете свои проекты успешными.

Название: An Introduction to Statistical Learning: with Applications in R, 2nd Edition
Автор: Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
Издательство: Sptinger
Год: 2021
Формат: PDF
Страниц: 616
Размер: 13,7 Mb
Язык: English

An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more.

Название: Towards Sustainable Artificial Intelligence: A Framework to Create Value and Understand Risk
Автор: Ghislain Landry Tsafack Chetsa
Издательство: Apress
Год: 2021
Формат: ePUB, PDF
Страниц: 145
Размер: 10 Mb
Язык: English

So far, little effort has been devoted to developing practical approaches on how to develop and deploy AI systems that meet certain standards and principles. This is despite the importance of principles such as privacy, fairness, and social equality taking centre stage in discussions around AI. However, for an organization, failing to meet those standards can give rise to significant lost opportunities. It may further lead to an organization’s demise, as the example of Cambridge Analytica demonstrates. It is, however, possible to pursue a practical approach for the design, development, and deployment of sustainable AI systems that incorporates both business and human values and principles.

Название: Essential Java for AP CompSci: From Programming to Computer Science
Автор: Doug Winnie
Издательство: Apress
Год: 2021
Формат: ePUB, PDF
Страниц: 314
Размер: 12,9 Mb
Язык: English

Gain the essential skills for computer science using one of today's most popular programming languages, Java. This book will prepare you for AP CompSci Complete, but you don’t need to be sitting that class to benefit. Computer science has become a basic life skill that everyone is going to need to learn. Whether you are going into a career or side hustle in business, technology, creativity, architecture, or almost any other field, you will find coding and computer science play a role.

Название: SQL Server on Kubernetes: Designing and Building a Modern Data Platform
Автор: Anthony E. Nocentino, Ben Weissman
Издательство: Apress
Год: 2021
Формат: ePUB, PDF
Страниц: 246
Размер: 17,6 Mb
Язык: English

Build a modern data platform by deploying SQL Server in Kubernetes. Modern application deployment needs to be fast and consistent to keep up with business objectives and Kubernetes is quickly becoming the standard for deploying container-based applications, fast. This book introduces Kubernetes and its core concepts. Then it shows you how to build and interact with a Kubernetes cluster. Next, it goes deep into deploying and operationalizing SQL Server in Kubernetes, both on premises and in cloud environments such as the Azure Cloud.

Название: Quantum Machine Learning: An Applied Approach
Автор: Santanu Ganguly
Издательство: Apress
Год: 2021
Формат: PDF
Страниц: 561
Размер: 20,2 Mb
Язык: English

The first three chapters offer insights into the combination of the science of quantum mechanics and the techniques of machine learning, where concepts of classical information technology meet the power of physics. Subsequent chapters follow a systematic deep dive into various quantum machine learning algorithms, quantum optimization, applications of advanced QML algorithms (quantum k-means, quantum k-medians, quantum neural networks, etc.), qubit state preparation for specific QML algorithms, inference, polynomial Hamiltonian simulation, and more, finishing with advanced and up-to-date research areas such as quantum walks, QML via Tensor Networks, and QBoost.

Название: Real-Time Twilio and Flybase: Build Real-Time Web Apps Using Twilio and Flybase with Node.js
Автор: Roger Stringer
Издательство: Apress
Год: 2021
Формат: ePUB, PDF
Страниц: 165
Размер: 10 Mb
Язык: English

Use Flybase and Twilio with Node.js to build real-time solutions and understand how real-time web technologies work. Written by the founder of Flybase, this book offers you practical solutions for communicating effectively with users on the modern web.

Название: Basic Core Python Programming: A Complete Reference Book to Master Python with Practical Applications
Автор: Meenu Kohli
Издательство: BPB Publications,
Год: 2021
Формат: True PDF
Страниц: 388
Размер: 10 Mb
Язык: English

Basic Core Python Programming is an absolute beginners book. It focuses on the fundamentals of Python programming and simplifies coding concepts. This book makes it easy to learn the concepts of Python variables, Expressions, Decision structures, and Iteration.

Название: Applied Statistics with R: A Practical Guide for the Life Sciences
Автор: Justin C. Touchon
Издательство: Oxford University Press
Год: 2021
Страниц: 334
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

The statistical analyses that students of the life-sciences are being expected to perform are becoming increasingly advanced. Whether at the undergraduate, graduate, or post-graduate level, this book provides the tools needed to properly analyze your data in an efficient, accessible, plainspoken, frank, and occasionally humorous manner, ensuring that readers come away with the knowledge of which analyses they should use and when they should use them. The book uses the statistical language R, which is the choice of ecologists worldwide and is rapidly becoming the 'go-to' stats program throughout the life-sciences. Furthermore, by using a single, real-world dataset throughout the book, readers are encouraged to become deeply familiar with an imperfect but realistic set of data. Indeed, early chapters are specifically designed to teach basic data manipulation skills and build good habits in preparation for learning more advanced analyses.

Название: Human-Like Machine Intelligence
Автор: Stephen Muggleton, Nicholas Chater
Издательство: Oxford University Press
Год: 2021
Страниц: 533
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

In recent years there has been increasing excitement concerning the potential of Artificial Intelligence to transform human society. This book addresses the leading edge of research in this area. The research described aims to address present incompatibilities of Human and Machine reasoning and learning approaches. According to the influential US funding agency DARPA (originator of the Internet and Self-Driving Cars) this new area represents the Third Wave of Artificial Intelligence (3AI, 2020s-2030s), and is being actively investigated in the US, Europe and China.