Название: Machine Learning Simplified: An introduction to Supervised and Unsupervised Learning
Автор: Jose George
Издательство: KJ Publishing
Год: 2022
Страниц: 166
Язык: английский
Формат: pdf, epub
Размер: 11.2 MB

Machine Learning is a complex subject area. Our goal in this lesson is to introduce you to some of the most common terms and ideas used in Machine Learning. I will then walk you through the different steps involved in Machine Learning (ML) and finish with a series of examples that use Machine Learning to solve real-world situations. After reading this book, you will understand everything that comes into the scope of supervised Machine Learning. You will be able to not only understand nitty-gritty details of mathematics, but also explain to anyone how things work on a high level. Machine Learning (ML) is a modern software development technique and a type of Artificial Intelligence (AI) that enables computers to solve problems by using examples of real-world data. It allows computers to automatically learn and improve from experience without being explicitly programmed to do so.

Название: Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning, 2nd Edition (Fourth Early Release)
Автор: Kyle Gallatin, Chris Albon
Издательство: O’Reilly Media, Inc.
Год: 2023-01-18
Страниц: 223
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.1 MB

This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems all the way from loading data to training models and leveraging neural networks. NumPy is a foundational tool of the Python Machine Learning stack. NumPy allows for efficient operations on the data structures often used in machine learning: vectors, matrices, and tensors. While NumPy is not the focus of this book, it will show up frequently throughout the following chapters. This chapter covers the most common NumPy operations we are likely to run into while working on Machine Learning workflows.

Название: Fun Games with Scratch 3.0: Learn to Design High Performance, Interactive Games in Scratch
Автор: Arijit Mallick, Abhay B. Joshi
Издательство: BPB Publications
Год: 2023
Страниц: 196
Язык: английский
Формат: pdf, epub (true)
Размер: 10.2 MB

Kickstart your child's coding journey with Scratch. Scratch is a free, visually engaging programming tool for teaching simple programming concepts to the kids. This programming language helps the kids to create simple programs and games in a fun and playful way. “Fun Games with Scratch 3.0” is carefully crafted to help budding learners and coding enthusiasts get started with programming. The book starts with the basics of Scratch programming and its principles. The initial animation projects set the much-needed foundations in storytelling and feature design. You will also learn how to use advanced Scratch programming to make high-quality games. Throughout the book, you will build interesting games like Maze Runner, Apple Dash & Hungry Worm. This book is designed to promote learning computational thinking as the first stepping stone for young students wanting to explore computer technology and apply it to their own fields of interest. Building interactive animation and games is a great process to achieve this, with a comprehensive tool like Scratch.

Название: Learning Vue: Core Concepts and Practical Patterns for Reusable, Composable, Scalable User Interfaces (Early Release)
Автор: Maya Shavin
Издательство: O’Reilly Media, Inc.
Год: 2023-01-17
Страниц: 99
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.1 MB

Learn the core concepts of Vue.js, the modern jаvascript framework for building frontend applications and interfaces from scratch. Through concise, practical, and clear examples, this book takes web developers step-by-step through the tools and libraries in the Vue.js ecosystem and how to use them to create complete applications for real-world web projects. Author Maya Shavin explains how to create a complete application development process using a variety of tools in the Vue.js library. You'll learn how to handle data communication between components with Pinia architecture, develop a manageable routing system for a frontend project to control the application flow, and produce basic animation effects to create a better user experience. Initially released in 2014, Vue.js has experienced rapid adoption, especially in 2018. Vue is considered a well-loved framework within the developer community, thanks to its ease of use and flexibility. If you are looking for a great tool to build and ship excellent performant web applications to the end-users, Vue.js probably is the answer.

Название: Artificial Intelligence and Machine Learning Powered Public Service Delivery in Estonia
Автор: Martin Ebers, Paloma Kroot Tupay
Издательство: Springer
Год: 2023
Страниц: 253
Язык: английский
Формат: pdf (true), epub
Размер: 10.2 MB

This book gives a comprehensive overview of the state of Artificial Intelligence (AI), especially Machine Learning (ML) applications in public service delivery in Estonia, discussing the manifold ethical and legal issues that arise under both European and Estonian law. Final conclusions and recommendations set out and analyze various policy options for the public sector, taking into account recent developments at the European level – such as the AIA proposal – as well as the experience of countries that have issued principles and guidelines or even laws for the use of ML in the public sector.

Название: F# in Action (MEAP v5)
Автор: Isaac Abraham
Издательство: Manning Publications
Год: 2023
Страниц: 257
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

F# is designed to make functional programming practical and accessible, especially for developers working on the .NET platform. This book will get you started. F# in Action teaches you the practical F# development skills you need to create professional applications. It’s based on author and Microsoft F# MVP Isaac Abraham’s years of experience working with developers as an F# consultant. You’ll upgrade your .NET development skills with the core principles of functional programming, and discover how F#’s functional-first approach makes it easy to learn this powerful paradigm. F# is a simple, robust, and highly performant programming language. It lets you keep your code simple in even the most complex applications, and its language core is perfect for learning the fundamentals of functional programming. F# runs on .NET, so you can work cross-platform and take advantage of battle-tested .NET components. It’s succinct and flexible—perfect for everything from command line tools, to web apps, to data analysis and Machine Learning.

Название: Swarm Intelligence and Evolutionary Computation: Theory, Advances and Applications in Machine Learning and Deep Learning
Автор: Georgios N. Kouziokas
Издательство: CRC Press
Год: 2023
Страниц: 218
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

The application of Artificial Intelligence (AI) has been greatly developed in many scientific sectors the last years, with the development of new AI-based algorithms and optimization techniques. Swarm intelligence and evolutionary computation are generally utilized as advanced methods to solve several kinds of computational optimization problems especially when there is only a small amount of relevant information. Swarm intelligence was inspired by studying the swarm behavior of animals in nature. The social intelligence of natural swarm behavior was suitably transformed to develop computational optimization algorithms. Swarm optimization algorithms have a stochastic nature where the swarm individuals are traversing a predefined search space while the swarm algorithm evaluates the individual and the global best fitness function values in every step so as to estimate the next positions of the individuals in the space depending also on predefined hyperparameters and conditions. The aim of the book is to present and discuss several state-of-theart swarm intelligence and evolutionary algorithms together with their variances and also several illustrative applications on Machine Learning and Deep Learning.

Название: Systems Engineering Neural Networks
Автор: Alessandro Migliaccio, Giovanni Iannone
Издательство: Wiley
Год: 2023
Страниц: 243
Язык: английский
Формат: pdf (true), epub
Размер: 38.7 MB

Systems Engineering Neural Networks a complete and authoritative discussion of systems engineering and neural networks. In Systems Engineering Neural Networks, a team of distinguished researchers deliver a thorough exploration of the fundamental concepts underpinning the creation and improvement of neural networks with a systems engineering mindset. In the book, you’ll find a general theoretical discussion of both systems engineering and neural networks accompanied by coverage of relevant and specific topics, from Deep Learning fundamentals to sport business applications. Readers will discover in-depth examples derived from many years of engineering experience, a comprehensive glossary with links to further reading, and supplementary online content. The authors have also included a variety of applications programmed in both Python 3 and Microsoft Excel.

Название: Learning Data Science: Programming and Statistics Fundamentals Using Python (Fifth Early Release)
Автор: Sam Lau, Deborah Nolan, Joseph Gonzalez
Издательство: O’Reilly Media, Inc.
Год: 2023-01-17
Страниц: 252
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.05 MB

As an aspiring data scientist, you appreciate why organizations rely on data for important decisions--whether it's for companies designing websites, cities deciding how to improve services, or scientists discovering how to stop the spread of disease. And you want the skills required to distill a messy pile of data into actionable insights. We call this the data science lifecycle: the process of collecting, wrangling, analyzing, and drawing conclusions from data. Learning Data Science is the first book to cover foundational skills in both programming and statistics that encompass this entire lifecycle. It's aimed at those who wish to become data scientists or who already work with data scientists, and at data analysts who wish to cross the "technical/nontechnical" divide. If you have a basic knowledge of Python programming, you'll learn how to work with data using industry-standard tools like Pandas.

Название: Cloud Native Spring in Action: With Spring Boot and Kubernetes
Автор: Thomas Vitale
Издательство: Manning Publications
Год: 2023
Страниц: 724
Язык: английский
Формат: epub (true), mobi
Размер: 23.0 MB

Build and deliver production-grade cloud-native apps with Spring framework and Kubernetes. Cloud Native Spring in Action is a practical guide to building applications that are designed for cloud environments. You’ll learn effective Spring and Kubernetes cloud development techniques that you can immediately apply to enterprise-grade applications. Follow a detailed and complete cloud native system from first concept right through to production and deployment, learning best practices, design patterns, and little-known tips and tricks for pain-free cloud native development. Including coverage of security, continuous delivery, and configuration, this hands-on guide is the perfect primer for navigating the increasingly complex cloud landscape. In Cloud Native Spring in Action, you’ll learn how to containerize your Spring Boot applications with Cloud Native Buildpacks and deploy them on Kubernetes. This practical guide delivers unique insights into hosting microservices, serverless applications, and other modern architectures on cloud platforms. You’ll learn how to use Spring-based methodologies, practices, and patterns that you won’t find anywhere else. For intermediate Java developers.