Название: Python for Machine Learning: From Fundamentals to Real-World Applications
Автор: Kameron Hussain, Frahaan Hussain
Издательство: Sonar Publishing
Год: November 10, 2023
Страниц: 362
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.2 MB

"Python for Machine Learning: From Fundamentals to Real-World Applications" is your comprehensive roadmap to mastering Machine Learning with Python. Whether you're a beginner looking to enter the exciting world of Data Science or an experienced programmer aiming to delve deeper into Machine Learning, this book provides you with the knowledge and practical skills needed to excel in the field. Starting with the fundamentals, you'll learn the essential concepts of Machine Learning and get a solid grasp of Python programming. As you progress, you'll explore the core Machine Learning algorithms, data preprocessing techniques, and Python libraries that are crucial for building predictive models. From linear regression and decision trees to neural networks and Deep Learning, this book covers a wide range of Machine Learning topics. Machine Learning (ML) is a subfield of Artificial Intelligence (AI) that focuses on the development of algorithms and statistical models that enable computers to learn and make predictions or decisions without being explicitly programmed.

Название: .NET 7 Design Patterns In-Depth: Enhance code efficiency and maintainability with .NET Design Patterns
Автор: Vahid Farahmandian
Издательство: BPB Publications
Год: 2023
Страниц: 556
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

Design patterns in .NET improve code quality, encourage collaboration, and address common software design issues, resulting in more efficient and effective software development projects. This book is an ideal resource for those seeking to learn about design patterns in .NET and their practical application. The book highlights the importance of design patterns in solving software design challenges. It then proceeds to explore creational design patterns, which primarily address object creation, followed by structural design patterns that handle object composition and organization. Furthermore, the book delves into behavioral design patterns, which center around the interaction and communication between objects. It also covers domain logic design patterns, data source architectural design patterns, object-relational behaviors, structures, and metadata mapping design patterns. Moving on, the book provides insights into web presentation design patterns, offering guidance on the effective design of web interfaces. It also examines distribution design patterns, offline concurrency design patterns, and session state design patterns. Lastly, the book presents base design patterns as fundamental building blocks for other patterns. Upon completion of this book, you will possess the knowledge and skills required to design and implement suitable software infrastructures using design patterns, .NET 7.0, and the C# programming language.

Название: GIT intermediate : Know abstractions you use
Автор: Jacek Drąg
Издательство: Leanpub
Год: 2023-11-09
Страниц: 100
Язык: английский
Формат: pdf (true), epub, mobi
Размер: 10.2 MB

Discover the beauty and elegance of Git! Learn to create decent, professional repositories! Bearing the proper abstractions in mind, you know why and what should be done; It is easier then, to find the answer to how to do it. “GIT intermediate” gives the reader a good sense of Git’s mechanics, how it really works. It is particularly useful when less obvious situations occur. At first glance, Git looks like a tangle of strange commands with incomprehensible parameters. The documentation is hard to read, so the entry threshold seems high. This creates a natural temptation to scrape the bottom of the barrel: to learn just a few operations (performed from command line, graphical tool or IDE) typical of the team’s workflow. As a result, the repository is cluttered with project versions of poor quality, many of which do not meet established standards. The book can be read as “from zero to hero” guide. Nevertheless, after months/years of using Git, it is practical to take a break and return to the roots, from time to time.

Название: Automata: Theory, Trends, and Applications
Автор: Alexander Meduna, Tomáš Kožár
Издательство: World Scientific
Год: 2023
Страниц: 437
Язык: английский
Формат: pdf (true)
Размер: 11.1 MB

This book provides an in-depth analysis of classical automata theory, including finite automata, pushdown automata, and Turing machines. It also covers current trends in automata theory, such as jumping, deep pushdown, and regulated automata. The book strikes a balance between a theoretical and practical approach to its subject by presenting many real world applications of automata in a variety of scientific areas, ranging from programming language processing through natural language syntax analysis up to computational musicology. In Automata: Theories, Trends and Applications all formalisms concerning automata are rigorously introduced, and every complicated mathematical passage is preceded by its intuitive explanation so that even complex parts of the book are easy to grasp. The book also demonstrates how automata underlie several computer-science engineering techniques. This monograph is a useful reference for scientists working in the areas of theoretical Computer Science, computational mathematics, computational linguistics, and compiler writing. It may also be used as a required text in classes dealing with the theory and applications of automata, and theory of computation at the graduate level. This book comes with access to a website which supplies supplementary material such as exercises with solutions, additional case studies, lectures to download, teaching tips for instructors, and more.

Название: AI Applications to Communications and Information Technologies: The Role of Ultra Deep Neural Networks
Автор: Daniel Minoli, Benedict Occhiogrosso
Издательство: Wiley-IEEE Press
Год: 2024
Страниц: 493
Язык: английский
Формат: pdf (true), epub
Размер: 26.4 MB

Apply the technology of the future to networking and communications. Artificial Intelligence (AI), which enables computers or computer-controlled systems to perform tasks which ordinarily require human-like intelligence and decision-making, has revolutionized computing and digital industries like few other developments in recent history. Tools like artificial neural networks (ANNs), large language models, and Deep Learning have quickly become integral aspects of modern life. With research and development into AI technologies proceeding at lightning speeds, the potential applications of these new technologies are all but limitless. Artificial Intelligence (AI) is a subfield of Computer Science (CS) that focuses on the creation of computer-based systems, applications, and algorithms that mimic, to the degree possible, some cognitive processes intrinsic to human intelligence. The field has had a long history and is now blossoming in an all-encompassing manner. AI technologies, particularly Machine Learning (ML) and Deep Learning (DL), are becoming ubiquitous in nearly all aspects of modern life. DL is a subfield of ML as discussed below. The goals of learning are (i) understanding a process or phenomenon and (ii) making prediction about outcomes, namely, inferring a function or relationship that maps the input to an output in such a manner that the learned relationship can be used to predict the future output from a future input. AI applications, and ML/DL- based systems in particular, are positioned to take over complex tasks generally performed by humans (decision- makers) or to provide added support to people. Siri, Alexa, augmented reality (AR), autonomous driving, and object recognition are just a few examples of AI applications.

Название: Google Professional Cloud Developer Exam Guide: Ace the Google Professional Cloud Developer Exam with this comprehensive guide
Автор: Fiifi Baidoo
Издательство: BPB Publications
Год: 2024
Страниц: 373
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

Get the knowledge and skills you need to become a certified Google Cloud Developer. The Google Professional Cloud Developer Exam Guide is a comprehensive study guide for the Google Professional Cloud Developer exam. It covers all the topics you need to master to design, develop, deploy, and manage cloud-native applications on Google Cloud Platform (GCP). The book starts with an introduction to the certification and the skills and knowledge you need to pass the exam. Then, it covers the different development environments for GCP development, the most important GCP products and services, and the principles of designing high-performance and secure applications. The book also covers designing and building cloud-native applications, different application deployment strategies, and how to deploy apps and services on GCP. It also shows how to integrate applications with GCP services and how to monitor and manage app workloads. To help you prepare for the exam, the book ends with a chapter of quiz solutions. Overall, this book is a great resource for anyone preparing for the Google Professional Cloud Developer exam. In Cloud Profiler, you can click the top functions list to discover the most costly functions and select one to enable the focus view. They could be some low-hanging fruit that you need to include. Profiler is free and supports Java, Go, Node.js, and Python applications running on Google Kubernetes Engine, Compute Engine, App Engine environments, and containers or VMs hosted in the cloud. As we delve deeper, each of the 11 chapters will unravel a different facet of cloud development—from Operations APIs to Machine Learning APIs, from creating a custom VPC to designing high-performance applications.

Название: Elasticsearch 8 for Developers: A beginner's guide to indexing, analyzing, searching, and aggregating data, 2nd Edition
Автор: Anurag Srivastava
Издательство: BPB Publications
Год: 2024
Страниц: 418
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

Learn how to build and deploy scalable, real-time search applications with Elasticsearch 8. Elasticsearch is a powerful tool for handling and managing large amount of data. It is scalable, reliable, and fast, with various features for data analysis and search. This book is a comprehensive guide to using Elasticsearch to manage data. It starts with an overview of Elasticsearch, detailing its importance in today's world. The book further covers the basics of Elasticsearch, including installation, configuration, and index management. Next, the book covers more advanced topics, such as handling geospatial data and using aggregations to analyze data. It also covers performance optimization and administration. Throughout the book, the author provides practical examples to help you understand and apply the concepts learned. By the end of this book, you will have a deep understanding of Elasticsearch and use it to manage and extract valuable insights from large amount of data. Additionally, we will discuss the various Elasticsearch clients available for developers, such as Java, PHP, Perl, Python, .NET, and jаvascript. These clients enable developers to leverage Elasticsearch’s search capabilities in their preferred programming language and ecosystem. Elasticsearch provides an official Node.js client for jаvascript.

Название: The Coder's Apprentice: Learning Programming with Python 3 (Version 1.1.0)
Автор: Pieter Spronck
Издательство: Independently published
Год: June 4, 2023 (Version 1.1.0)
Страниц: 407
Язык: английский
Формат: pdf (true) + Extra
Размер: 10.2 MB

This book is aimed at teaching Python 3 to students and teenagers who are completely new to programming. Contrary to many of the other books that teach Python programming, this book assumes no previous knowledge of programming on the part of the students, and contains numerous exercises that allow students to train their programming skills. How many times have you thought about learning how to code but got discouraged because you had no technical background, didn't have the time to learn, or you just didn't think you were smart enough? Would you like to learn the basics of Python programming even if you are a complete novice? If so, this book can help you. A concise. Simple. Newby friendly style of teaching that lends itself well to beginners Chapters that have been sliced into bite-size chunks to give you the information you need (at that point in time) so you're not overwhelmed. Lots of simple, step-by-step examples and illustrations are used to emphasis key conceptsand help improve your understanding Each practice exercise builds on concepts discussed in previous chapters so your learning is reinforced as you progress. Topics are carefully selected to give you a broad exposure to Python, while not overwhelming you with too much (potentially unnecessary) information. An end of chapter summary is presented to give you key take aways that help you solidify your understanding.

Название: Swarm Intelligence and its Applications in Biomedical Informatics
Автор: Dr. A. Sheik Abdullah
Издательство: CRC Press
Год: 2024
Страниц: 175
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Swarm Intelligence and Its Applications in Biomedical Informatics discusses Artificial Intelligence (AI) applications in medicine and biology, as well as challenges and opportunities presented in these arenas. It covers healthcare Big Data analytics, mobile health, personalized medicine, and clinical trial data management. This book shows how AI can be used for early disease diagnosis, prediction, and prognosis, and it offers healthcare case studies that demonstrate the application of AI and Machine Learning. Swarm intelligence corresponds to a collection of quantified algorithms that simulate natural learning behavior in a system of individuals that synchronize using self-organizing and distributed control mechanism. The working principle of the algorithms focuses toward the collective behavior inference, which results from interactions among individuals in the group and with the environment. Algorithms such as Particle Swarm Optimization (PSO), Ant Colony Optimization (ACO), Bee-based Harmony Search (BHS), Stochastic Diffusion Search, Bat Algorithm, Multi-Swarm Optimization (MSO), and Cuckoo Search work according to the behavior of nature.

Название: Learning .NET MAUI: Unlock the potential of .NET MAUI for Cross-Platform app development
Автор: Aleksei Starkov
Издательство: BPB Publications
Год: 2023
Страниц: 429
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

A practical guide to cross-platform app development with .NET MAUI and C#. .NET MAUI (Multi-platform App UI) is a framework developed by Microsoft that allows developers to build cross-platform mobile and desktop applications using a single codebase. This book is a comprehensive guide that covers various aspects of cross-platform development with .NET MAUI. In the initial chapters you will gain a solid understanding of the fundamental aspects and specifics of cross-platform .NET MAUI apps, their structure and the diverse range of application resources. The book will then guide you in creating your first UI application using cross-platform techniques. Moving on, you will delve into more advanced topics such as MVVM, dependency injection, data storage, leveraging device capabilities, and ensuring accessibility in your applications. Lastly, you will explore alternative approaches like Shell and Blazor Hybrid, offering flexible options for building native applications. By the end of the book, you will be able to develop cross-platform applications using .NET MAUI.