Litgu.ru - Литературный Гуру

Название: Engineering Mathematics and Artificial Intelligence: Foundations, Methods, and Applications
Автор: Herb Kunze, Davide La Torre, Adam Riccoboni
Издательство: CRC Press
Год: 2024
Страниц: 530
Язык: английский
Формат: pdf (true)
Размер: 40.0 MB

The fields of Artificial Intelligence (AI) and Machine Learning (ML) have grown dramatically in recent years, with an increasingly impressive spectrum of successful applications. This book represents a key reference for anybody interested in the intersection between mathematics and AI/ML and provides an overview of the current research streams. Engineering Mathematics and Artificial Intelligence: Foundations, Methods, and Applications discusses the theory behind ML and shows how mathematics can be used in AI. The book illustrates how to improve existing algorithms by using advanced mathematics and offers cutting-edge AI technologies. The book goes on to discuss how ML can support mathematical modeling and how to simulate data by using artificial neural networks. Future integration between ML and complex mathematical techniques is also highlighted within the book.

Название: Coded Leadership Developing Scalable Management in an AI-induced Quantum World
Автор: Raul Villamarin Rodriguez, Pinisetti Swami Sairam, Hemachandran K.
Издательство: CRC Press
Год: 2023
Страниц: 133
Язык: английский
Формат: pdf (true), epub
Размер: 10.1 MB

Coded Leadership: Developing Scalable Management in an AI-induced Quantum World will assist researchers and industry experts working towards improvising their processes and developing and deploying strategies in an AI-induced world of quantum computing. The book introduces the necessary background to understand the challenges in today's organizational leadership and how artificial intelligence enables learning to be viewed from a probabilistic framework. Quantum Natural Language Processing (QNLP) is an emerging field where we hope to achieve significant advantages by using a quantum computer to process languages. This field is in a very nascent stage but still significant progress has been achieved to prove that QNLP concepts do work in practice when they are executed on real quantum hardware. The most beautiful aspect of QNLP is that it connects abstract mathematical concepts such as category theory (especially monoidal category) to real-world practical implementation.

Название: The Creative Programmer (Final Release)
Автор: Wouter Groeneveld
Издательство: Manning Publications
Год: 2023
Страниц: 232
Язык: английский
Формат: epub (true)
Размер: 37.6 MB

Creativity is essential to being a successful programmer. The stories, examples, and groundbreaking research in this book will help you unleash your creative potential! In The Creative Programmer you’ll learn the processes and habits of successful creative individuals and discover how you can build creativity into your programming practice. This fascinating new book introduces the seven domains of creative problem solving and teaches practical techniques that apply those principles to software development. Hand-drawn illustrations, reflective thought experiments, and brain-tickling example problems help you get your creative juices flowing. You’ll soon be thinking up new and novel ways to tackle the big challenges of your projects. I don’t doubt that The Creative Programmer will be useful to any programmer, from high schoolers taking their first steps in Python to seasoned C++ developers with decades of experience. For programmers of all experience and skill levels.

Название: The Structure of Game Design
Автор: Wallace Wang
Издательство: Springer
Год: 2023
Страниц: 281
Язык: английский
Формат: pdf (true), epub
Размер: 38.5 MB

The Structure of Game Design is designed to help aspiring and existing game designers turn their ideas into working games. Creating a game involves understanding the core foundational elements of all types of games from paper-based games to the latest video games. By understanding how these core principles work in all types of games, you can apply these same principles to design your own game. Two popular, general purpose game engines that are nearly equal in features are Unity and Unreal. Two less popular but rival game engines are Godot and GameMaker Studio. Godot is free and open source but GameMaker Studio is proprietary and costs money to use. By studying different game engines, you can get a better idea which features might be most important for your game idea. Many game engines support only one programming language but others support multiple programming languages, letting you choose the language you like for that particular game engine. Since writing code may be too difficult for many people, many game engines also offer a visual scripting option. Unfortunately, visual scripts tend to run much slower than traditional programming language code. Even worse, visual scripting takes up larger amounts of space just to make the simplest program. What might take a handful of lines of text in a traditional language like C++ could take up half a screen with a visual scripting language.

Название: Machine Learning in Production: Master the art of delivering robust Machine Learning solutions with MLOps
Автор: Suhas Pote
Издательство: BPB Publications
Год: 2023
Страниц: 469
Язык: английский
Формат: pdf (true)
Размер: 38.98 MB

Deploy, manage, and scale Machine Learning models with MLOps effortlessly. ‘Machine Learning in Production’ is an attempt to decipher the path to a remarkable career in the field of MLOps. It is a comprehensive guide to managing the machine learning lifecycle from development to deployment, outlining ways in which you can deploy ML models in production. It starts off with fundamental concepts, an introduction to the ML lifecycle and MLOps, followed by comprehensive step-by-step instructions on how to develop a package for ML code from scratch that can be installed using pip. It then covers MLflow for ML life cycle management, CI/CD pipelines, and shows how to deploy ML applications on Azure, GCP, and AWS. Furthermore, it provides guidance on how to convert Python applications into Android and Windows apps, as well as how to develop ML web apps. Finally, it covers monitoring, the critical topic of machine learning attacks, and A/B testing.

Название: Evolutionary Deep Learning: Genetic algorithms and neural networks (MEAP v12)
Автор: Micheal Lanham
Издательство: Manning Publications
Год: 2023
Страниц: 443
Язык: английский
Формат: pdf, epub
Размер: 23.3 MB

Discover one-of-a-kind AI strategies never before seen outside of academic papers! Learn how the principles of evolutionary computation overcome deep learning’s common pitfalls and deliver adaptable model upgrades without constant manual adjustment. Evolutionary Deep Learning is a guide to improving your Deep Learning models with AutoML enhancements based on the principles of biological evolution. This exciting new approach utilizes lesser- known AI approaches to boost performance without hours of data annotation or model hyperparameter tuning. Google Colab notebooks make it easy to experiment and play around with each exciting example. By the time you’ve finished reading Evolutionary Deep Learning, you’ll be ready to build deep learning models as self-sufficient systems you can efficiently adapt to changing requirements.

Название: Software Engineering for Data Scientists (MEAP v3)
Автор: Andrew Treadway
Издательство: Manning Publications
Год: 2023
Страниц: 319
Язык: английский
Формат: pdf, epub
Размер: 16.8 MB

These easy to learn and apply software engineering techniques will radically improve collaboration, scaling, and deployment in your data science projects. Software Engineering for Data Scientists presents important software engineering principles that will radically improve the performance and efficiency of Data Science projects. Author and Meta data scientist Andrew Treadway has spent over a decade guiding models and pipelines to production. This practical handbook is full of his sage advice that will change the way you structure your code, monitor model performance, and work effectively with the software engineering teams. Part 4 will teach you how to effectively monitor your code in production. This is especially relevant when you deploy a Machine Learning model to make predictions on a recurring or automated basis. We’ll cover logging, automated reporting, and how to build dashboards with Python.

Название: ChatGPT Chrome Extension Playbook
Автор: Cindy Donovan
Издательство: SociGem
Год: 2023
Язык: английский
Формат: pdf
Размер: 17.9 MB

This is an essential trick all ChatGPT users should know – if they want to make steady residual income. ChatGPT Chrome Extension Builder turns ChatGPT into your very own, free-to-use, software developer. The best part is, you don’t need to know anything about coding or software for that matter. Just plug our simple, yet highly effective copy-and-paste prompts into ChatGPT and watch as it researches, creates ideas & even writes the code in real-time… Google Chrome extensions are software applications developed using web technologies like HTML, CSS, and jаvascript. They empower users to personalize their browsing experience in Chrome. They are small add-on features and applications that can enhance a user's experience. They allow users to customize and personalize the way Google Chrome operates to match their preferences and work style, thereby increasing productivity.

Название: Tidyverse Skills for Data Science in R
Автор: Carrie Wright, Shannon Ellis, Stephanie Hicks, Roger D. Peng
Издательство: Leanpub
Год: 2021-09-03
Страниц: 780
Язык: английский
Формат: pdf (true)
Размер: 30.3 MB

Develop insights from data with tidy tools. Import, wrangle, visualize, and model data with the Tidyverse R packages. This book is intended for data scientists with some familiarity with the R programming language who are seeking to do Data Science using the Tidyverse family of packages. Through 5 chapters, you will cover importing, wrangling, visualizing, and modeling data using the powerful Tidyverse packages, including the new Tidymodels framework. The Tidyverse packages provide a simple but powerful approach to Data Science which scales from the most basic analyses to massive data deployments. This book covers the entire life cycle of a Data Science project and presents specific tidy tools for each stage. This course introduces a powerful set of Data Science tools known as the Tidyverse. The Tidyverse has revolutionized the way in which data scientists do almost every aspect of their job. We will cover the simple idea of “tidy data” and how this idea serves to organize data for analysis and modeling.

Название: D3 Tips and Tricks v7.x: Interactive Data Visualization in a Web Browser
Автор: Malcolm Maclean
Издательство: Leanpub
Год: 2021-06-20
Страниц: 411
Язык: английский
Формат: pdf (true), epub
Размер: 27.1 MB

Tips and tricks for using D3.js (version 7), one of the leading data visualization tools for the web. It's aimed at getting you started and moving you forward. D3.js can help you make data beautiful. D3 Tips and Tricks is a book written to help those who may be unfamiliar with jаvascript or web page creation get started turning information into visualization. D3.js (hereafter abridged as D3) is “a jаvascript library for manipulating documents based on data”. But that description doesn’t do it justice. D3 is all about helping you to take information and make it more accessible to others via a web browser. It’s a jаvascript library. That means that it’s a software tool that can be used in conjunction with other software tools to achieve a task. Those other tools are based on web standards such as HTML, SVG and CSS but we don’t need to know too much about them to start using D3 (although it will help :-)). It’s an open framework, which means that there are no hidden mysteries about how it does its magic and it allows others to contribute to a constant cycle of improvement.