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Hands-On Machine Learning with C++. Build, train, and deploy end-to-end machine learning and deep learning pipelines - Second Edition

Kirill Kolodiazhnyi

Written by a seasoned software engineer with several years of industry experience, this book will teach you the basics of machine learning (ML) and show you how to use C++ libraries, along with helping you create supervised and unsupervised ML models.You’ll gain hands-on experience in tuning and optimizing a model for various use cases, enabling you to efficiently select models and measure performance. The chapters cover techniques such as product recommendations, ensemble learning, anomaly detection, sentiment analysis, and object recognition using modern C++ libraries. You’ll also learn how to overcome production and deployment challenges on mobile platforms, and see how the ONNX model format can help you accomplish these tasks.This edition is updated with key topics such as sentiment analysis implementation using transfer learning and transformer-based models, with tracking and visualizing ML experiments with MLflow. An additional section shows how to use Optuna for hyperparameter selection. The section on model deployment into mobile platform includes a detailed explanation of real-time object detection for Android with C++.By the end of this C++ book, you’ll have real-world machine learning and C++ knowledge, as well as the skills to use C++ to build powerful ML systems.*Email sign-up and proof of purchase required

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Vulkan 3D Graphics Rendering Cookbook. Implement expert-level techniques for high-performance graphics with Vulkan - Second Edition

Sergey Kosarevsky, Alexey Medvedev, Viktor Latypov, Anton...

Written by experts with decades of rendering experience, this cookbook equips you with practical, hands-on recipes to master modern 3D graphics development by using bindless Vulkan.Focusing on Vulkan 1.3, this second edition starts by setting up your development environment, and quickly transitions to building a robust 3D rendering framework using self-contained recipes. Each recipe helps you incrementally enhance your codebase, integrating a variety of 3D rendering techniques and algorithms into a cohesive project. You’ll get to grips with core techniques, such as glTF 2.0 physically based rendering, image-based lighting, and GPU-driven rendering. The chapters help you grasp advanced topics, including glTF animations, screen-space rendering techniques, and optimization strategies. You’ll also learn how to use glTF 2.0 advanced PBR extensions and handle complex geometry data, ensuring your rendering engine is both powerful and performant. These new additions will enable you to create dynamic and realistic 3D graphics environments, fully utilizing Vulkan’s capabilities.By the end of this 3D rendering book, you’ll have gained an improved understanding of best practices used in modern graphic APIs and be able to create fast and versatile 3D rendering frameworks.

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C# 13 and .NET 9 - Modern Cross-Platform Development Fundamentals. Start building websites and services with ASP.NET Core 9, Blazor, and EF Core 9 - Ninth Edition

Mark J. Price

This Packt bestseller continues to be the definitive guide to modern cross-platform development. The 9th edition of C# 13 and .NET 9 – Modern Cross-Platform Development Fundamentals has been updated to cover the latest features and improvements in .NET 9 and C# 13. You'll start by mastering object-oriented programming, learning how to write, test, and debug functions, and implementing interfaces. You'll then dive into .NET APIs for data management, filesystem operations, and serialization.This latest edition integrates .NET 9 enhancements into its examples: faster exceptions and new LINQ methods. New ASP.NET Core 9 features include optimized static assets, built-in OpenAPI document generation, and the HybridCache.Practical examples, such as building websites and services with ASP.NET Core, have been refreshed to utilize the latest .NET 9 features. The book also introduces Blazor, with its new unified hosting model for unparalleled code reusability. With these updates, you'll learn how to build robust applications and services efficiently and effectively.By the end of this book, you'll have the knowledge and confidence to create professional and high-performance web applications using the latest technologies in C# 13 and .NET 9.