Название: Linear Algebra for Data Science
Автор: Moshe Haviv
Издательство: World Scientific Publishing
Год: 2023
Страниц: 257
Язык: английский
Формат: pdf (true)
Размер: 10.5 MB

This book serves as an introduction to linear algebra for undergraduate students in Data Science, statistics, Computer Science, economics, and engineering. The book presents all the essentials in rigorous (proof-based) manner, describes the intuition behind the results, while discussing some applications to Data Science along the way.The book comes with two parts, one on vectors, the other on matrices. The former consists of four vector algebra, linear independence and linear subspaces, orthonormal bases and the Gram-Schmidt process, linear functions. The latter comes with eight matrices and matrix operations, invertible matrices and matrix inversion, projections and regression, determinants, eigensystems and diagonalizability, symmetric matrices, singular value decomposition, and stochastic matrices. The book ends with the solution of exercises which appear throughout its twelve chapters. Linear algebra is linear algebra is linear algebra. So why does the title refer to Data Science? The answer is that the content of this text is what I believe is what students in Data Sciences need to know.

Название: Test-Driven Development: Extensive Tutorial
Автор: Grzegorz Gałezowski
Издательство: Leanpub
Год: 2023-07-08
Страниц: 421
Язык: английский
Формат: pdf (true), epub, mobi
Размер: 10.1 MB

This ebook is an attempt to create open-source extensive tutorial on Test-Driven Development (TDD). I’m writing this book because I’m an enthusiast of Test-Driven Development (TDD). I believe that TDD is a major improvement over other software development methodologies that I have used to deliver quality software. I also believe that this is true not only for me, but for many other software developers. This raises the question: why don’t more people learn and use TDD as their software delivery method of choice? In my professional life, I haven’t seen the adoption rate to be high enough to justify the claim that TDD is now mainstream. The language of choice for code examples is C#, however, I made some exception from the typical C# code conventions.

Название: Your First Year in Code: A complete guide for new & aspiring developers (2022 Update)
Автор: Isaac Lyman
Издательство: Leanpub
Год: 2022-02-17
Страниц: 167
Язык: английский
Формат: pdf (true), epub
Размер: 15.3 MB

The goal of this book is to help you start your programming journey a year or two ahead of where we were when we started. There's a lot of how-to, a splash of career advice, and a bit of pep talk. It's a good read for Computer Science majors, dev bootcamp students, beginning devs on a self-learning path, or anyone who wants to figure out if programming is for them. More importantly, this is stuff you won't easily find elsewhere. You won't get it in a college course or a bootcamp. It won't be in the company manual for your first job. Most software books are extremely technical; this one is different. It will apply to you regardless of what sector or programming language you want to get into. It's mostly about the squishy stuff: what happens around and outside the code. This is important because writing code is only a small part of a programmer's job—researchers have found that the average programmer only writes about 25 lines of code per day. Code is really just the beginning. So what do programmers actually do? They go to meetings. They draw diagrams. They learn. They get stuck. They bang their heads on their desks. They help their teammates solve problems. They wade through an ocean of self-doubt. They field messages from tech recruiters. They update their resumes and negotiate for remote work options. They balance their three-month-old baby on one knee and a book about C++ on the other. They think methodically and ask questions nobody else has thought about.

Название: MATLAB Deep Learning Toolbox Reference (R2023a)
Автор: Mark Hudson Beale, Martin T. Hagan, Howard B. Demuth
Издательство: The MathWorks, Inc.
Год: March 2023
Страниц: 2706
Язык: английский
Формат: pdf (true)
Размер: 17.0 MB

Deep Learning Toolbox предоставляет основу для разработки и реализации глубоких нейронных сетей с алгоритмами, предварительно обученными моделями и приложениями. Вы можете использовать сверточные нейронные сети (ConvNets, CNNs) и сети с долговременной кратковременной памятью (LSTM) для классификации и регрессии изображений, временных рядов и текстовых данных. Можно создавать такие сетевые архитектуры, как генеративные состязательные сети (GAN) и сиамские сети, используя автоматическое дифференцирование, собственные циклы обучения и общие веса. Приложение Deep Network Designer позволяет проектировать, анализировать и обучать сети в графическом виде. Приложение Experiment Manager позволяет управлять несколькими экспериментами по глубокому обучению, отслеживать параметры обучения, анализировать результаты и сравнивать код разных экспериментов. Можно визуализировать активации слоев и графически отслеживать ход обучения.

Название: A First Course in Probability for Computer and Data Science
Автор: Henk Tijms
Издательство: World Scientific Publishing
Год: 2023
Страниц: 244
Язык: английский
Формат: pdf (true)
Размер: 11.3 MB

In this undergraduate text, the author has distilled the core of probabilistic ideas and methods for Computer and Data Science. The book emphasizes probabilistic and computational thinking rather than theorems and proofs. It provides insights and motivates the students by telling them why probability works and how to apply it. The unique features of the book are as follows: Bayesian probability with real-life cases in law and medicine; Logistic regression and naïve Bayes; Real-world applications of probability; Interweaving Monte Carlo simulation and probability; Gentle introduction to Markov chains and Markov chain Monte Carlo simulation. This book contains many worked examples. Numerous instructive problems scattered throughout the text are given along with problem-solving strategies. Several of the problems extend previously covered material. Answers to all problems and worked-out solutions to selected problems are also provided. Probability is the bedrock for data analysis and statistics. Students in computer and data science need a solid background in probability, especially for areas such as Machine Learning (ML) and Artificial Intelligence (AI).

Название: Программирование на Python для начинающих
Автор: Майк МакГрат
Издательство: Эксмо
Год: 2023
Страниц: 194
Язык: русский
Формат: pdf
Размер: 13.5 MB

Книга «Программирование на Python для начинающих» является исчерпывающим руководством для того, чтобы научиться программировать на языке Python. В этой книге с помощью примеров программ и иллюстраций, показывающих результаты работы кода, разбираются все ключевые аспекты языка. Установив свободно распространяемый интерпретатор Python, вы с первого же дня сможете создавать свои собственные исполняемые программы! Познакомившись с основами языка, вы перейдете к объектно-ориентированному программированию и созданию CGI-сценариев для обработки данных веб-форм, научитесь создавать графические приложения с оконным интерфейсом и распространять их на другие устройства. В обучении вам помогут готовые примеры. Книга «Программирование на Python для начинающих» идеально подойдет программистам, переключающимся на работу с другим языком, студентам и школьникам, изучающим язык Python.

Название: Implementing DDD, CQRS and Event Sourcing
Автор: Alex Lawrence
Издательство: Leanpub
Год: 2021-04-15
Страниц: 503
Язык: английский
Формат: pdf (true), epub + code
Размер: 18.1 MB

Learn how to implement DDD, CQRS and Event Sourcing. Understand the theory and put it into practice with jаvascript and Node.js. Utilize an extensive source code bundle and an interactive execution feature for a hands-on experience. This book explains and illustrates how to implement Domain-Driven Design, Command Query Responsibility Segregation and Event Sourcing. The goal is to build software that is behavior-rich, event-based, problem-centric, reactive, scalable and well-designed. Domain-Driven Design is a way to build software that focuses on the problem to solve and its associated knowledge areas. Command Query Responsibility Segregation separates a software into a write side and a read side. Event Sourcing is an architectural pattern that represents state as a sequence of immutable events. The concepts are explained in theory and put into practice with standalone examples and a Sample Application. This is done without third-party software. The book comes with a source code bundle and supports interactive execution. All code is written in jаvascript and uses Node.js as runtime.

Название: An Introduction to Assembly Programming with RISC-V
Автор: Edson Borin
Издательство: Independently published
Год: May 9, 2022
Страниц: 151
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

An Introduction to Assembly Programming with RISC-V is a textbook for programmers that want to learn how to program in assembly language. It leverages the RISC-V ISA to guide the reader through the main concepts of assembly programming and the assembly process. The book is divided into three parts: I) Introduction to computer systems and assembly language, II) User-level programming, and III) System-level programming. The first part, "Introduction to computer systems and assembly language", starts by providing a brief overview of how computers are organized and how programs are executed by computers. Then, it discusses how data is represented on modern computers, including how numbers and text are represented, how data is organized on the main memory, and how computer instructions are encoded. Next, it discusses how native programs are generated, the assembly process, and the main elements of object (binary) files, including symbols, labels, and references. Finally, it introduces the main elements of the assembly language and some of the most common assembly directives. This book is intended for people that have basic knowledge of computer programming using high-level languages and want to learn assembly programming.

Название: Computational Approaches To Conscious Artificial Intelligence
Автор: Antonio Chella
Издательство: World Scientific Publishing
Год: 2023
Страниц: 310
Язык: английский
Формат: pdf (true)
Размер: 12.5 MB

Artificial Intelligence (AI) has seen rapid advancements in recent years, particularly in the areas of deep learning and the ability to generalize from concrete objects to abstract concepts. Meanwhile, in the study of machine consciousness, a universally agreed definition among scientists and philosophers is still lacking. The fields of Artificial Intelligence (AI) and Artificial Consciousness (AC) have largely developed separately, with different goals and criteria for success and with only a minimal exchange of ideas. In this chapter, we consider the question of how concepts developed in AC research might contribute to more effective future AI systems. We then present ideas about how integrating concepts from AC into AI systems to develop an artificial conscious intelligence (ACI) could both produce more effective AI technology and contribute to a deeper scientific understanding of the fundamental nature of consciousness and intelligence. The volume is designed as a reference guide for researchers, practitioners, and students interested in the intersection of AI and consciousness.

Название: Coding Tricks and Tips - 15th Edition, 2023
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2023
Язык: английский
Формат: pdf
Размер: 37.2 MB

Coding Tricks and Tips is the perfect digital publication for the user that wants to take their skill set to the next level. Do you want to enhance your user experience? Or wish to gain insider knowledge? Do you want to learn directly from experts in their field? Learn the numerous short cuts that the professionals use? Over the pages of the new advanced user guide you will learn everything you will need to know to become a more confident, better skilled and experienced owner. A user that will make the absolute most of their use and ultimately their coding skills themselves. An achievement you can earn by simply enabling us to exclusively help and teach you the abilities we have gained over our decades of experience.