Название: Zefs Guide to Deep Learning (2023-05-31 Update)
Автор: Roy Keyes
Издательство: Leanpub
Год: 2023-05-31
Страниц: 163
Язык: английский
Формат: pdf (true), epub
Размер: 25.0 MB

Zefs Guide to Deep Learning is a short guide to the most important concepts in Deep Learning, the technique at the center of the current Artificial Intelligence (AI) revolution. It will give you a strong understanding of the core ideas and most important methods and applications. All in around only 150 pages! This book presents the foundational concepts behind Machine Learning, neural networks, and the recent major advancements in architectures and training techniques in an easy to understand way. It also covers the most important applications of deep neural networks, including Computer Vision, natural language processing (NLP}, and beyond. Your time is valuable, Zefs Guide to Deep Learning will get you up to speed in around only 163 pages! This book is about Deep Learning, a set of Machine Learning methods that have sparked a huge amount of interest in applying computational and predictive models to everything from whimsical face filters to medical imaging to generating computer code itself. Deep learning is at the core of the current “AI revolution”.

Название: Introduction to Biostatistics using R
Автор: Mohsen Nady
Издательство: Arcler Press
Год: 2022
Страниц: 521
Язык: английский
Формат: pdf (true)
Размер: 73.8 MB

This book covers some introductory steps in biostatistics using R programming language. Biostatistics is the branch of statistics that applies statistical methods to medical and biological problems. Biostatistics has become more important recently for studying the great amount of data that is produced from census data, genome sequencing, gene expression data, medical bioinformatics, and medical imaging data. With the help of R programming, statistical analysis, data cleaning, data visualization, and machine learning has become a relatively easy tasks for these huge datasets. R is now considered the centerpiece language for doing all these data science skills because it has many useful packages that not only can perform all these tasks, but also, has additional packages that were specifically designed for several statistical tasks related to biology and medical data. In addition, many scientific journals require the data analysis R scripts to ensure reproducibility of the submitted results.

Название: Concise Guide to Software Verification: From Model Checking to Annotation Checking
Автор: Marieke Huisman, Anton Wijs
Издательство: Springer
Год: 2023
Страниц: 251
Язык: английский
Формат: pdf (true), epub
Размер: 46.1 MB

This textbook overviews the whole spectrum of formal methods and techniques that are aimed at verifying correctness of software, and how they can be used in practice. It focuses on techniques whereby the user has some control over the properties that are being checked. More specifically, it shows a wide range of techniques covering the whole spectrum: from abstract system design to implementation, from bug finding to full proofs, and from techniques that are push-button by design and give a yes/no answer to techniques that require the user to provide explicit guidance to steer the analysis process. Formal methods employ a variety of theoretical computer science fundamentals, including logic calculi, formal languages, automata theory, control theory, program semantics, type systems, and type theory. This book gives an overview of a range of techniques, captured by this term formal methods, that are aimed at the analysis of software, and it describes how these techniques can be used to improve the reliability and robustness of software. Formal methods for the analysis of hardware are not in the scope of this book. When we refer to formal methods in this book, we implicitly rule out techniques aimed specifically at hardware analysis.

Название: Kubernetes for Python Developers
Автор: Oz Tiram
Издательство: Independently published
Год: 2023
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Python is awesome, Kubernetes is awesome too. Use the combined power of both to create highly available Python application, declarative data processing task, and all sort of automation tasks. This book will teach you not only how to use Kubernetes for your Python applications, but also how you can extend Kubernetes using Python. There are three ways in which we can extend Kubernetes using Python. The first one is adding functionallity to kubectl via plugins. The second one modifies the behaviour of the API server by adding webhooks. The third one allows us to store objects in the Kubernetes database using CustomResourceDefinition.

Название: Key Principles in Computation
Автор: S.P. Upadhyay
Издательство: Arcler Press
Год: 2023
Страниц: 266
Язык: английский
Формат: pdf (true)
Размер: 25.4 MB

A new framework for computing understanding: a consistent set of principles that spans technologies, domains, algorithms, architectures, and designs. This novel textbook introduces the fundamental principles necessary for a one-semester undergraduate course in computing theory. It provides the most accessible and motivating course material for undergraduate computer theory classes available. Aimed at students who may struggle to grasp the course's relevance to their future jobs, the text assists them in becoming more acquainted with the procedures necessary for advanced study of Computer Science. Students will be motivated by the book's numerous examples, exercises, and comprehensive proofs that simplify complicated theory.

Название: Pro Power BI Architecture: Sharing, Security, and Deployment Options for Microsoft Power BI Solutions, 2nd Edition
Автор: Reza Rad
Издательство: Apress
Год: 2023
Страниц: 760
Язык: английский
Формат: pdf
Размер: 48.7 MB

This book provides detailed guidance around architecting and deploying Power BI reporting solutions, including help and best practices for sharing and security. You’ll find chapters on dataflows, shared datasets, composite model and DirectQuery connections to Power BI datasets, deployment pipelines, XMLA endpoints, and many other important features related to the overall Power BI architecture that are new since the first edition. You will gain an understanding of what functionality each of the Power BI components provide (such as Dataflow, Shared Dataset, Datamart, thin reports, and paginated reports), so that you can make an informed decision about what components to use in your solution. You will get to know the pros and cons of each component, and how they all work together within the larger Power BI architecture. You can interact with Power BI objects in the Power BI Service through a set of APIs called the Power BI REST API. The Power BI REST API can help automate tasks, build tools that work with Power BI, configure Power BI outside of the platform, and embed Power BI into third-party applications.

Название: Head First Software Architecture A Learner's Guide to Architectural Thinking (3rd Early Release)
Автор: Raju Gandhi, Mark Richards, Neal Ford
Издательство: O’Reilly Media, Inc.
Год: 2023-07-24
Страниц: 550
Язык: английский
Формат: epub (true)
Размер: 19.9 MB

What will you learn from this book? If you're a software developer looking for a quick on-ramp to software architecture, this handy guide is a great place to start. From the authors of Fundamentals of Software Architecture, Head First Software Architecture teaches you how to think architecturally and explores the unique challenges of software architecture. You'll learn the distinction between architecture and design and the relationship between code, components, and architectural styles. You'll also learn how to work with some common architectural styles through vivid, fun examples. Quick, easy, and entertaining, this book is a valuable introduction to the world of software architecture.

Название: Key Concepts in Artificial Intelligence
Автор: Jocelyn O. Padallan
Издательство: Arcler Press
Год: 2022
Страниц: 291
Язык: английский
Формат: pdf (true)
Размер: 43.0 MB

This book explains numerous key terms that are related to Artificial Intelligence. Artificial Intelligence (AI) is the simulation of human intelligence processes by machines, especially computer systems. Specific applications of AI include expert systems, natural language processing, speech recognition and machine vision. Artificial Intelligence (AI) refers to the ability of a digital computer or, in other words, of the computer-regulated robot to carry out the tasks mainly associated with intellectual beings. This term, most of the time, is implemented to the project of systems that are developing furnished with the intellectual processes attributes of human beings, for instance, the ability of being rational or logical, or to discover purpose, observe, or learn from the experiences in the past. This book will introduce the readers to the field of artificial intelligence and its fundamentals. It is precisely designed for readers or students with no prior experience related to AI and its application, and touches upon a diversity of fundamental topics. By the end of the book, readers will understand the basic knowledge of Artificial Intelligence and the key concepts involved.

Название: Introduction to R Programming Language
Автор: Mohsen Nady
Издательство: Arcler Press
Год: 2022
Страниц: 448
Язык: английский
Формат: pdf (true)
Размер: 61.2 MB

This book covers some introductory steps in using R programming language as a Data Science tool. The data science field has evolved so much recently with incredible quantities of generated data. To extract value from those data, one needs to be trained in the proper data science skills like statistical analysis, data cleaning, data visualization, and machine learning. R is now considered the centerpiece language for doing all these data science skills because it has many useful packages that not only can perform all the previous skills, but also, has additional packages that was developed by different scientists in diverse fields. These fields include, but are not limited to, business, marketing, microbiology, social science, geography, genomics, environmental science, etc. Furthermore, R is free software and can run on all major Windows, Mac Os, and UNIX/Linux. The first two chapters involve installing and using R and RStudio. RStudio is an IDE (integrated development environment) that makes R easier to use and is more similar to SPSS or Stata. Chapters 3–8 covers the different R objects and how to manipulate them including the very popular one, dataframes. Chapter 9 is about importing different files into your R working session like text or excel files.

Название: Key Concepts in Computer Science
Автор: Adele Kuzmiakova
Издательство: Arcler Press
Год: 2022
Страниц: 258
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Computer Science deals with the study of algorithmic processes, computers, and computational systems. As a discipline, computer science spans a wide range of concepts from theoretical studies of algorithms, computation, and information to the practical issues of executing computational systems inside the software and hardware. This volume synthesize and explains the most common computer science terms spanning a wide of range of Computer Science (CS) areas, including hardware, software, multimedia, computer applications, networking, and personal computing. This glossary volume defines complex terms in an easy-to-understand fashion, which makes the book valuable for non-technical and technical audience alike. Terms are defined in a jargon-free and concise manner. The technical terms are illustrated with specific examples whenever appropriate. After reading this book, you will be able to understand computer concepts without going in circles with definitions. Programming language theory considers different kinds of approaches to computational processes. Computer programming, on the other hand, involves applying these processes to develop complex systems. Artificial Intelligence (AI) aims to synthesize goal-orientated processes, such as problem-solving, environmental adaptation, decision-making, planning, and learning to predict new data or trends.