Название: A Mathematical Introduction to Data Science
Автор: Yi Sun, Rod Adams
Издательство: Springer
Год: 2025
Страниц: 486
Язык: английский
Формат: pdf (true), epub
Размер: 39.9 MB

This textbook provides a comprehensive foundation in the mathematics needed for Data Science for students and self-learners with a basic mathematical background who are interested in the principles behind computational algorithms in Data Science. It covers sets, functions, linear algebra, and calculus, and delves deeply into probability and statistics, which are key areas for understanding the algorithms driving modern Data Science applications. Readers are guided toward unlocking the secrets of algorithms like Principal Component Analysis, Singular Value Decomposition, Linear Regression in two and more dimensions, Simple Neural Networks, Maximum Likelihood Estimation, Logistic Regression and Ridge Regression, illuminating the path from mathematical principles to algorithmic mastery. It is designed to make the material accessible and engaging, guiding readers through a step-by-step progression from basic mathematical concepts to complex Data Science algorithms. This approach facilitates a smoother transition into more advanced topics. Examples in Python.

Название: Creational Design Patterns in C#: Building Flexible and Scalable Software
Автор: Vaskaran Sarcar
Издательство: Apress
Год: 2025
Страниц: 128
Язык: английский
Формат: pdf (true), epub (true), mobi
Размер: 10.1 MB

Unlock the power of design patterns to elevate your software architecture. This pocket book provides an in-depth guide to five essential creational design patterns, crucial for building robust, scalable, and maintainable applications in C#. With step-by-step implementation in C# and a focus on practical applications, this book will empower you to enhance your software solutions and sharpen your design skills. The book starts by covering the simple factory pattern first where you will learn object creation with clear, single-responsibility classes followed by the factory method pattern. Next, you will go through the prototype, singleton, and builder patterns. In the end, you will demonstrate dependency injection with real-life examples. For OOP, C# developers who want to learn and practice design patterns to upgrade their development skills.

Название: Mean Field Guided Machine Learning
Автор: Yuhan Kang, Hao Gao, Zhu Han
Издательство: Springer
Год: 2025
Страниц: 159
Язык: английский
Формат: pdf (true), epub
b]Размер[/b]: 17.45 MB

This book explores the integration of Mean Field Game (MFG) theory with Machine Learning (ML), presenting both theoretical foundations and practical applications. Drawing from extensive research, it provides insights into how MFG can improve various ML techniques, including Supervised Learning, Reinforcement Learning, and Federated Learning. In this book, we explore the intersection of Mean Field Game (MFG) theory and Machine Learning, an innovative approach that holds promise for addressing these pressing challenges. MFG theory, which models the collective behavior of large populations of interacting agents, provides powerful mathematical tools for simplifying and optimizing complex systems. By integrating MFG theory with ML, we can enhance the efficiency, scalability, and robustness of Machine Learning models, opening new avenues for research and application development. With case studies and real-world examples, this book serves as a guide for researchers and students in communications and networks seeking to harness MFG’s potential in advancing ML.

Название: Rails Scales!: Practical Techniques for Performance and Growth
Автор: Cristian Planas
Издательство: The Pragmatic Bookshelf
Год: May 2025 (Version: P1.0)
Страниц: 352
Язык: английский
Формат: pdf, epub (true)
Размер: 10.8 MB

Rails doesn't scale. So say the naysayers. They’re wrong. Ruby on Rails runs some of the biggest sites in the world, impacting the lives of millions of users while efficiently crunching petabytes of data. This book reveals how they do it, and how you can apply the same techniques to your applications. Optimize everything necessary to make an application function at scale: monitoring, product design, Ruby code, software architecture, database access, caching, and more. Even if your app may never have millions of users, you reduce the costs of hosting and maintaining it. Optimize every aspect of your Ruby on Rails applications for world-class performance. Tweak your Rails app for snappy responsiveness. Find bottlenecks that slow your code. Scale an app for massive data sets. This book introduces techniques, patterns, and tricks to make your Rails application become more performant and scale to billions of requests per day. Reading this book will help you make Rails applications that fly. And it will make you enjoy the process.

Название: Real-Time Machine Learning (MEAP v3)
Автор: Prema Roman, Patrick Deziel
Издательство: Manning Publications
Год: 2025
Страниц: 201
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

Build Machine Learning models that learn and update on the fly! Data changes fast in the real world, and traditional batch Machine Learning models often become stale as soon as they’re deployed. Updating them with the most current records can be tedious and expensive, making it more likely you’ll identify shifts and trends after the fact rather than responding to them as they happen. Real-Time Machine Learning shows you how to build ML systems that digest new data as it arrives, delivering accurate and relevant predictions even in environments where data changes rapidly. Real-Time Machine Learning reveals how to build models that learn while they operate in production environments. You’ll learn to use event-driven methodologies for real-time data processing and integrate online Machine Learning models into real-time data pipelines for responsive and adaptive applications. For data scientists and Machine Learning engineers experienced in Python.

Название: Гейм-дизайн: как создаются игры
Автор: Майкл Киллик
Издательство: Питер, Прогресс книга
Год: 2023
Страниц: 263
Язык: русский
Формат: pdf, fb2, epub, mobi
Размер: 12.1 MB

Узнайте, как придумать и создать свою первую игру. Загляните за кулисы гейм-дизайна и глубоко погрузитесь в теорию и техническую сторону разработки видеоигр. Книга затрагивает теорию гейм-дизайна, практические особенности реализации игр в различных жанрах, их внутренние механизмы и самые успешные проекты в конкурентном игровом мире. Майкл Киллик, получивший премию BAFTA за наставничество молодых дизайнеров видеоигр, познакомит вас с техническими аспектами разработки игр и поделится приемами, которые помогут сделать первые шаги на пути создания собственных проектов. Вы поймете особенности игровой индустрии и будете разбираться во всех этапах создания игрового продукта, от идеи до разработки и выпуска игры.

Название: Statistics Every Programmer Needs (MEAP v2)
Автор: Gary Sutton
Издательство: Manning Publications
Год: 2025
Страниц: 515
Язык: английский
Формат: pdf, epub + Source
Размер: 38.6 MB

Data-driven decisions rely on statistics. Statistics Every Programmer Needs introduces the statistical and quantitative methods that will help you go beyond “gut feeling” for tasks like predicting stock prices or assessing quality control, with examples using the rich tools of the Python data ecosystem. Statistics Every Programmer Needs teaches the nuts and bolts of applying statistics to the everyday problems you’ll face as a software developer. Each self-contained chapter provides a complete and comprehensive tutorial on a specific quantitative technique. Well-annotated and reusable Python code listings illustrate each method, with examples you can follow to practice your new skills. You’ll predict ultramarathon split times using linear regression, identify raisin types from morphological features, forecast stock prices using time series models, analyze system reliability using Markov chains, and much more. Whatever your field, you’ll soon be ready to model uncertainty, optimize resources, forecast outcomes, and assess risk with mathematical precision. For analysts, managers, or anyone looking to incorporate data into their decision making. Examples in Python.

Название: Exploring Azure Container Apps: Scaling Modern and Cloud-Native Apps and Microservices
Автор: Naga Santhosh Reddy Vootukuri, Taiseer Joudeh, Wael Kdouh
Издательство: Apress
Год: 2025
Страниц: 276
Язык: английский
Формат: pdf
Размер: 10.1 MB

Equip yourself with the knowledge and tools needed to harness the full potential of Azure Container Apps, Microsoft's cutting-edge platform for orchestrating and scaling containerized applications effortlessly. Begin your journey with an introduction to Azure Container Apps (ACA), uncovering its unique features, benefits, and use cases. Further, you will dive into setting up and using Azure Container Registry (ACR) to efficiently store and manage container images, while mastering best practices for access control and security. You will also explore the intricacies along with comprehensive guides on deployment, scaling, and troubleshooting. You will learn how to integrate the Distributed Application Runtime (Dapr) with Azure Container Apps, explore best practices for seamless integration, and leverage its powerful building blocks for state management and pub/sub mechanisms. In conclusion, you will navigate the complexities of communication between microservices within Azure Container Apps environments, exploring various communication patterns and techniques. For application developers, DevOps Engineers and Tech Enthusiasts.

Название: C# Brain Teasers: Exercise Your Mind
Автор: Steve Love
Издательство: The Pragmatic Bookshelf
Год: March 2025 (Version: P1.0)
Страниц: 157
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.1 MB

C# is a deceptively easy language to learn, but you'll soon discover that its underlying complexity conceals many pitfalls for the unwary programmer. C# Brain Teasers exposes some of those perils in the form of puzzles to test and expand your knowledge of C#, and shows how to avoid or defeat them using simple and modern techniques. Whether you're fairly new to C# or an experienced veteran, this book is sure to improve your understanding of C#, and boost your productivity. Although C#'s designers have ensured that new features play nicely with long-standing mechanisms, C#'s complexity means it has many dark corners to explore. This book shines a light into a few of those places to help you write better C# programs and more deeply understand how to use its features safely and to your advantage. The puzzles in C# Brain Teasers cover a broad section of C# features. You'll work from common issues associated with loops, methods, and numbers, through more complex concepts such as exceptions and object lifetime.

Название: Cruising Along With Java: Modernize and Modularize With the Latest Features
Автор: Venkat Subramaniam
Издательство: The Pragmatic Bookshelf
Год: April 2025 (Version: P1.0)
Страниц: 323
Язык: английский
Формат: pdf, epub (true)
Размер: 10.1 MB

Java is on a fast-paced development schedule that brings with it improved design capabilities and enhancements for application security. Learn about the changes to Java, from version 9 to 19, and apply new features to build enterprise applications faster and with fewer errors. Get up to speed on how to make your code concise, expressive, and less error prone, and create better OO programs with the newest features. Modularize and create asynchronous applications with ease and proper error handling. This book contains twelve chapters that dive deep into the features, using plenty of examples for you to practice along with. Java is changing quickly - don't be left behind. This book will keep you up to date on the amazing capabilities of the Java language introduced between versions 9 and 19. Whether you are using Java 8 or one of the newer versions of Java, this book will serve as your practical guide to explore and apply the features in these versions of Java. Don't tolerate clumsy old Java code; instead, benefit from the significant changes to the language in versions 9 through 24. To make use of all the features in this book, you'll need at least Java 24.