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Название: Confident AI: The Essential Skills for Working With Artificial Intelligence
Автор: Andy Pardoe
Издательство: Kogan Page
Год: 2024
Страниц: 297
Язык: английский
Формат: pdf (true), epub
Размер: 23.0 MB

Discover new skills, expand your knowledge and build your confidence through this fascinating and accessible guide to working with AI. Artificial Intelligence (AI) has become an integral part of our everyday lives. But it remains an elusive, complex and intimidating technology that has hundreds of iterations and nuances. With Confident AI, build your confidence when working with AI by learning the fundamentals and discovering the intricacies of the industry. Andy Pardoe has spent decades working with AI, not only as an influential academic but also within corporations and as a consultant and accelerator for AI start-ups. He draws upon his expertise and lived experience to offer the essential skills and tools that you need to succeed with Artificial Intelligence, whether you are pursuing it as a career or simply working with AI in your work-life. Certainly, the capabilities of AI and ML have improving significantly with advances such as Deep Learning (DL) and Reinforcement Learning (RL) over the last decade or so, with many narrow applications having been demonstrated to deliver performance equivalent to human levels of ability. Deep Learning algorithms and architectures set the groundwork on which much of the recent progress has been made and certainly form the foundation for the popular Generative AI applications we see today. Machine Learning is a subfield of Artificial Intelligence that involves training algorithms to automatically learn and improve from data without being explicitly programmed. This is a significant departure from how we have built technology systems and applications previously and we are still discovering the best ways to do it to help us avoid things like decision bias and other ethical challenges. This chapter introduces the basic concepts of Machine Learning, including common algorithms and approaches like supervised and unsupervised learning.

Название: Ruby on Rails for Agile Web Development: A Hands-on Guide to Building Dynamic and Efficient Web Applications
Автор: Sajjad Umar
Издательство: Orange Education Pvt Ltd, AVA
Год: 2024
Страниц: 353
Язык: английский
Формат: epub (true)
Размер: 110.2 MB

Master the Art of Agile Development with Ruby on Rails. Discover the power of Ruby on Rails web development framework, through the pages of "Ruby on Rails for Agile Web Development". This book combines the robustness of Rails with the agility of development methodologies like Scrum and Kanban to help you efficiently build high-performing web applications. The aim of this book is to make the learning process both accessible and enjoyable for everyone, whether you are just starting out or are an experienced developer seeking to expand your skills. Throughout this book, you will embark on a step-by-step learning journey. Starting with the basics of the Ruby language, we will gradually explore the architecture of Rails and delve into the principles of Agile development. You will learn how to implement CRUD operations, manage databases, and build RESTful APIs. We will also cover essential topics such as authentication, authorization, and security best practices. Additionally, this book introduces advanced concepts to help you build dynamic and scalable applications, and you will learn how to deploy your applications seamlessly. By the end of the book, you will emerge as a competent Ruby on Rails developer with a deep understanding of agile web development principles. With real-world examples and practical exercises, this book empowers you to tackle real-time challenges and build robust web applications. You will confidently implement features like social media integration, email functionality, payment gateways, and file uploads. This book sets you on a path to success in the rapidly evolving field of web development. Prepare to excel, innovate, and create outstanding web applications using the power of Ruby on Rails. This book is for aspiring beginners and seasoned professionals, including web developers, software engineers, students, and startup enthusiasts, passionate about creating robust web applications using Ruby on Rails. Prior programming experience and familiarity with web development concepts, such as HTML and CSS, are advantageous but not mandatory.

Название: neuroAI: Winning the Minds of Consumers with Neuroscience Powered GenAI
Автор: A.K. Pradeep, Anirudh Acharya, Rajat Chakravarty, Ratnakar Dev
Издательство: Wiley
Год: 2025
Страниц: 285
Язык: английский
Формат: pdf (true)
Размер: 39.5 MB

It is the most powerful revolution of this century. Neuroscience-powered GenAi enables massive impact on everything from medicine to marketing, entertainment to education, flavors to fragrances, and much more. Simply by blending cutting edge neuroscience with bleeding edge GenAi. Put humanity back at the center of GenAI. neuroAI: Winning the Minds of Consumers with Neuroscience Powered GenAi is the master guide for everyone seeking to understand this breakthrough technology; what it is, how it works, and most especially how to put it to work for competitive advantage in the marketplace. neuroAI combines learnings from advanced neuroscience with deep GenAI expertise and practical how-to's. This is a 'force multiplier,' enabling readers to gain the fullest understanding of how to apply neuroscience-powered GenAI to appeal most effectively to the hidden driver of 95% of consumer behavior: the non-conscious mind. Innovators, creatives, and corporate executives now have a blueprint of how to unleash neuroAi at scale in the enterprise. The focus is on “Top Line Growth”—build and grow revenues while exciting and winning consumers. Understanding GenAI, and even more specifically the interplay between neuroscience and AI, will take you well into the new world which we are all inhabiting more and more every day. But this chapter, and this book, are much more than an elite lecture on Generative AI and neuroscience. The parallel purpose of this book, and each of its chapters, is to equip you with the knowledge and the tools that this revolutionary invention offers, that which you can use in your career and your life. Given the proliferation of GenAi, it is important to ask the question, “if everyone has GenAi, how does it create a differentiator? Does Generative AI rapidly become generic AI?” We posit that the intelligent blending of neuroscience and GenAi creates true marketplace differentiators, and this the natural evolution of GenAi to neuroAI. Welcome to the natural evolution of GenAI – neuroAI.

Название: The WebGPU Sourcebook: High-Performance Graphics and Machine Learning in the Browser
Автор: Matthew Scarpino
Издательство: CRC Press
Год: 2025
Страниц: 385
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

The WebGPU Sourcebook: High-Performance Graphics and Machine Learning in the Browser explains how to code web applications that access the client’s graphics processor unit, or GPU. This makes it possible to render graphics in a browser at high speed and perform computationally-intensive tasks such as machine learning. By taking advantage of WebGPU, web developers can harness the same performance available to desktop developers. The first part of the book introduces WebGPU at a high level, without graphics theory or heavy math. The chapters in the second part are focused on graphical rendering and the rest of the book focuses on compute shaders. Because WebGPU enables web applications to access the GPU, it’s quite possible that this final hurdle may be overcome. As I learned more about the subject, I became impressed by how simple the API was. Unlike OpenGL, WebGPU doesn’t require vertex buffer objects and vertex array objects. Unlike Vulkan, WebGPU doesn’t require lengthy swapchain and surface configuration. I’m thrilled to have the opportunity to present this fascinating subject, and I’ve split this book’s content into three parts. The first part introduces WebGPU at a high level, without graphical rendering or computation. This part consists of Chapters 1 and 2, which presents the many jаvascript objects that applications need to create in order to access the GPU.

Название: Developing AI Applications: An Introduction
Автор: Metin Karatas
Издательство: Rheinwerk Publishing Inc.
Год: 2024
Страниц: 435
Язык: английский
Формат: epub (true)
Размер: 15.9 MB

It’s time to get practical about AI. Move past playing around with chatbots and plugging your data into others’ applications—learn how to create your own! Walk through key AI methods like decision trees, convolutional layers, cluster analysis, and more. Get your hands dirty with simple no-code exercises and then apply that knowledge to more complex (but still beginner-friendly!) examples. With information on installing KNIME and using tools like AutoKeras, ChatGPT, and DALL-E, this guide will let you do more with AI! Right at the beginning, we’ll look at a finished Python program for a specific problem and discuss it in detail. We’ll then modify this program so that we can use it to solve other problems. Later on, we’ll continue in this way. We’ll also solve some tasks using the KNIME software, including graphical modules. This way, you don’t have to rewrite programs from scratch. The aim isn’t to give you a comprehensive introduction to the Python programming language or the modules used. After reading this book, you’ll be able to download data records from the internet and develop AIs for them or adapt your existing programs for this purpose. This is a very pragmatic approach. The programming language is only a means to an end. However, if you’ve worked through the book and want to deepen your knowledge in this area, I recommend that you learn the Python programming language.

Название: Practical Guide to Python: From Basics to Advanced Programming
Автор: Arcadia J. Darell
Издательство: Arcadia J. Publishing
Год: 2024
Страниц: 365
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.1 MB

This book offers a comprehensive path to learning Python, starting from the basics and progressing to more complex concepts and practical applications. It is designed for anyone looking to gain a solid understanding of the Python language, whether they are complete beginners or experienced programmers seeking to deepen their skills. Python is a high-level programming language known for its readability and simple syntax. One of Python's main goals is to make code easy to read. Python's simple and intuitive syntax allows complex concepts to be expressed in a few lines of code. This increases developer productivity by allowing them to focus on application logic rather than language details. Python is designed to be a cross-platform language, meaning that Python code can run on a wide range of operating systems without modification. Python is available on numerous platforms, from desktops to servers to mobile devices. Python's portability makes it an ideal choice for developing applications that need to run in different environments. Numerous frameworks and libraries have been developed for Python, extending its use in areas such as web development (Django, Flask), Data Science (NumPy, Pandas, Matplotlib), Machine Learning (TensorFlow, Scikit-learn), and many others. These tools have made Python a popular choice for a wide range of applications, from web development to scientific research.

Название: Code the Classics Volume II
Автор: Russell Barnes
Издательство: Raspberry Pi Press
Год: 2024
Страниц: 369
Язык: английский
Формат: epub (true)
Размер: 61.7 MB

Take inspiration from the some of the greatest video games of the 1980s and learn how to write your own modern classics. Code the Classics Volume II not only tells the stories of some of the seminal video games of the 1980s, but shows you how to create your own games inspired by them, following examples programmed by Raspberry Pi founder Eben Upton. In this book, you'll learn how to run and edit the games in this book by installing Python, Pygame Zero, and an IDE. This book has been written assuming that the reader has at least some knowledge of the Python programming language. Although it is outside of the scope of this book to teach you Python, we’ll go through some of the key features of the language that you’ll need to understand. Unless you only plan on making simple text-based games, there are certain things you always need to be able to do as a game developer: display images, play sound effects, and receive inputs from the keyboard or a game controller. In a basic Python installation, one of these is impossible and the others are hard to do in a way that works well for a real-time game. To address this, there are various libraries available for Python. A library is a collection of functions which can be used in multiple projects. One of the most popular libraries for making games with Python is Pygame, which makes it easy to create a window, draw sprites, play sound effects, and get control inputs. To reduce the amount of boilerplate code for our games, we’re using the library Pygame Zero, which is built on top of the Pygame library. It automates many things that a game programmer would usually need to write themselves. While we cannot fully cover everything that Pygame Zero does, we’ll give an overview of some of its most useful features.

Название: Optimization Algorithms: AI techniques for design, planning, and control problems
Автор: Alaa Khamis
Издательство: Manning Publications
Год: 2024
Страниц: 669
Язык: английский
Формат: pdf (true)
Размер: 116.2 MB

Solve design, planning, and control problems using modern machine learning and AI techniques. Optimization problems are everywhere in daily life. What’s the fastest route from one place to another? How do you calculate the optimal price for a product? How should you plant crops, allocate resources, and schedule surgeries? Optimization Algorithms introduces the AI algorithms that can solve these complex and poorly-structured problems. Search and optimization algorithms are powerful tools that can help practitioners find optimal or near-optimal solutions to a wide range of design, planning and control problems. When you open a route planning app, call for a rideshare, or schedule a hospital appointment, an AI algorithm works behind the scenes to make sure you get an optimized result. This guide reveals the classical and modern algorithms behind these services. Dive into the exciting world of classical problems like the Travelling Salesman Problem and the Knapsack Problem, as well as cutting-edge modern implementations like graph search methods, metaheuristics and machine learning. Discover how to use these algorithms in real-world situations, with in-depth case studies on assembly line balancing, fitness planning, rideshare dispatching, routing and more. Plus, get hands-on experience with practical exercises to optimize and scale the performance of each algorithm. For AI practitioners familiar with the Python language.

Название: Azure Adventures with C#: First Steps for C# Developers into Azure Cloud
Автор: Michał Świtalik
Издательство: Apress
Год: 2024
Страниц: 314
Язык: английский
Формат: pdf
Размер: 11.6 MB

Harness the power of Azure to create cutting-edge applications, services, and infrastructure. This book is a comprehensive guide designed to help experienced C# developers master the fundamentals of Microsoft Azure. Whether you're new to Azure or looking to deepen your cloud expertise, this book provides a solid foundation in Azure basics, and resource organization, and covers some of the most commonly used Azure resources. It also includes C# solutions and bicep scripts to deploy infrastructure on Azure. The book starts with Azure fundamentals covering its structure, resource management, and pricing followed by its resource organization. You will then go through the latest version of Azure Functions and its implementation. Storage account features such as containers and queues are discussed next along with securing your applications with Managed Identity. You will learn how to manage, save, and maintain data in Azure using SQL Server and understand the advanced systems for message delivery. And you will learn about the Virtual Network and how Azure resources can be isolated from other services and from the Internet, if needed. For C# developers who want to improve their knowledge and be more competitive, DevOps who desire to automate infrastructure deployment for Azure Cloud, architects who want to familiarize themselves with the fundamental services of the Azure platform.

Название: Computer arithmetic: Key insights
Автор: Jocelyn O. Padallan
Издательство: Arcler Press
Год: 2024
Страниц: 314
Язык: английский
Формат: pdf (true)
Размер: 23.1 MB

"Computer Arithmetic: Key Insights" is a comprehensive guide that explores the fundamental principles and advanced concepts of computer arithmetic. From numerical representation to algorithms and hardware implementation, this book provides clear explanations, real-world examples, and practical insights. It covers topics such as number systems, arithmetic operations, precision issues, error analysis, parallel algorithms, and hardware implementations. Whether you're a student, researcher, or professional, this invaluable resource equips you with the necessary knowledge to tackle the challenges of modern computing. With its blend of theory and application, "Computer Arithmetic: Key Insights" is a must-have for anyone seeking a deeper understanding of computer arithmetic and its practical implications. Numerous illustrative examples and exercises accompany the theoretical discussions to facilitate hands-on learning and reinforce comprehension. Furthermore, this book acknowledges the rapid advancements in computer architecture and technology. It explores the impact of emerging hardware trends, such as multicore processors, graphics processing units (GPUs), and field-programmable gate arrays (FPGAs), on computer arithmetic. By considering both software and hardware aspects, this book equips readers with a holistic understanding of the subject.