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Название: Reinforcement Learning for Finance: A Python-Based Introduction (Final Release)
Автор: Yves Hilpisch
Издательство: O’Reilly Media, Inc.
Год: 2025
Страниц: 215
Язык: английский
Формат: True/Retail PDF, True/Retail EPUB
Размер: 20.3 MB

Reinforcement Learning (RL) has led to several breakthroughs in AI. The use of the Q-learning (DQL) algorithm alone has helped people develop agents that play arcade games and board games at a superhuman level. More recently, RL, DQL, and similar methods have gained popularity in publications related to financial research. This book is among the first to explore the use of Reinforcement Learning methods in finance. One of the key algorithms in RL is deep Q-learning (DQL) that can be applied to a large number of dynamic decision problems. Popular examples are arcade games and board games, such as Go, in which RL and DQL algorithms have achieved superhuman performance in many instances. This has often happened despite the belief of experts that such feats would be impossible for decades to come. This book closes the gap in that it provides the required background in a concise fashion and otherwise focuses on the implementation of the algorithms in the form of self-contained Python code and the application to important financial problems. This book is intended as a concise, Python-based introduction to the major ideas and elements of RL and DQL as applied to finance. It should be useful to both students and academics as well as to practitioners in search of alternatives to existing financial theories and algorithms. The book expects basic knowledge of the Python programming language, object-oriented programming, and the major Python packages used in Data Science and Machine Learning, such as NumPy, Pandas, Matplotlib, Scikit-learn, and TensorFlow.
Разместил: Ingvar16 28-10-2024, 15:41 | Комментарии: 0 | Подробнее
Название: LLMs and Generative AI for Healthcare: The Next Frontier
Автор: Kerrie Holley, Manish Mathur
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 222
Язык: английский
Формат: True/Retail PDF, True/Retail EPUB
Размер: 55.5 MB

Large language models (LLMs) and Generative AI are rapidly changing the healthcare industry. These technologies have the potential to revolutionize healthcare by improving the efficiency, accuracy, and personalization of care. This practical book shows healthcare leaders, researchers, data scientists, and AI engineers the potential of LLMs and Generative AI today and in the future, using storytelling and illustrative use cases in healthcare. Authors Kerrie Holley, former Google healthcare professionals, guide you through the transformative potential of large language models (LLMs) and generative AI in healthcare. From personalized patient care and clinical decision support to drug discovery and public health applications, this comprehensive exploration covers real-world uses and future possibilities of LLMs and generative AI in healthcare. LLMs are natural language processing (NLP) Machine Learning models that can seemingly understand and generate human language text. LLMs are a type of Artificial Intelligence (AI) that comprehends and manipulates human language with remarkable proficiency. They are called “large” because they are trained on vast amounts of text data, often billions of words, which enables them to learn the nuances of human language. Generative AI is a subset or type of AI, just as LLMs and Machine Learning are types of AI. Generative AI is focused on creating new content such as text, images, video, or audio often in response to a user’s questions. The generated outputs often resemble human created content in terms of style and structure. When we use phrases such as LLMs or Generative AI in this book, we do so as catch-all terms that encompass a wide range of AI systems, even if they have different attributes or employ different Machine Learning algorithms. These catch-all terms include but are not limited to LLMs, small language models, multimodal models, and Generative AI.
Разместил: Ingvar16 28-10-2024, 15:03 | Комментарии: 0 | Подробнее
Название: Hands-On Large Language Models: Language Understanding and Generation (Final Release)
Автор: Jay Alammar, Maarten Grootendorst
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 428
Язык: английский
Формат: True/Retail PDF, True EPUB
Размер: 18.4 MB, 20.4 MB

AI has acquired startling new language capabilities in just the past few years. Driven by the rapid advances in Deep Learning, language AI systems are able to write and understand text better than ever before. This trend enables the rise of new features, products, and entire industries. With this book, Python developers will learn the practical tools and concepts they need to use these capabilities today. You'll learn how to use the power of pre-trained large language models for use cases like copywriting and summarization; create semantic search systems that go beyond keyword matching; build systems that classify and cluster text to enable scalable understanding of large amounts of text documents; and use existing libraries and pre-trained models for text classification, search, and clusterings. Large language models (LLMs) have had a profound and far-reaching impact on the world. By enabling machines to better understand and generate human-like language, LLMs have opened new possibilities in the field of AI and impacted entire industries. This book provides a comprehensive and highly visual introduction to the world of LLMs, covering both the conceptual foundations and practical applications. This book assumes that you have some experience programming in Python and are familiar with the fundamentals of Machine Learning. The focus will be on building a strong intuition rather than deriving mathematical equations. As such, illustrations combined with hands-on examples will drive the examples and learning through this book. This book assumes no prior knowledge of popular Deep Learning frameworks such as PyTorch or TensorFlow nor any prior knowledge of generative modeling.
Разместил: Ingvar16 28-10-2024, 13:27 | Комментарии: 0 | Подробнее
Название: Head First javascript Programming: A Learner's Guide to Modern javascript, 2nd Edition
Автор: Eric Freeman, Elisabeth Robson
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 662
Язык: английский
Формат: True/Retail PDF, True/Retail EPUB
Размер: 89.2 MB, 142.3 MB

The new edition of this brain-friendly guide takes you through a comprehensive journey into modern javascript, covering everything from core language fundamentals to today's cutting-edge features. You'll dive into the nuances of javascript types and the unparalleled flexibility of its functions. You'll also learn how to expertly navigate classes and objects, and finally understand closures. But that's just the beginning. You'll also get hands-on with the browser's document object model (DOM), engaging with javascript in exciting ways. You won't just be reading—you'll be playing games, solving puzzles, pondering mysteries, and interacting with javascript as never before. And you'll write real code, lots of it, so you can start building your own applications. javascript is a programming language that didn’t come up through the ivy leagues with plenty of time for academic peer review. javascript was thrown out into the world out of necessity and grew up in the early browser neighborhood. javascript has been through quite the journey to get to where it is today: a fast, brilliant, modern language that is the programming language of the web. In this book, we explore modern javascript, covering the updated syntax and semantics that make coding more efficient and effective. We provide practical examples and best practices to help you master today’s javascript and build dynamic, robust applications.
Разместил: Ingvar16 28-10-2024, 12:11 | Комментарии: 0 | Подробнее
Название: Head First C#: A Learner's Guide to Real-World Programming with C# and .NET, 5th Edition (Final)
Автор: Andrew Stellman, Jennifer Greene
Издательство: O’Reilly Media, Inc.
Год: 2024
Страниц: 838
Язык: английский
Формат: pdf (true)
Размер: 55.6 MB

What will you learn from this book? Create apps, games, and more using this engaging, highly visual introduction to C#, .NET, and Visual Studio. In the first chapter you'll dive right in, building a fully functional game using C# and .NET MAUI that can run on Windows, Mac, and even Android and iOS devices. You'll learn how to use classes and object-oriented programming, create 3D games in Unity, and query data with LINQ. And you'll do it all by solving puzzles, doing hands-on exercises, and building real-world applications. Interested in a development career? You'll learn important development techniques and ideas—many who learned to code with this book are now professional developers, team leads, coding streamers, and more. There's no experience required except the desire to learn. And this is the best place to start. Do all the exercises! The one big assumption that we made when we wrote this book is that you want to learn how to program in C#. So we know you want to get your hands dirty right away, and dig right into the code. We gave you a lot of opportunities to sharpen your skills by putting exercises in every chapter. We’ve labeled some of them “Do this!”—when you see that, it means that we’ll walk you through all of the steps to solve a particular problem. But when you see the Exercise logo with the running shoes, then we’ve left a big portion of the problem up to you to solve, and we gave you the solution that we came up with. Don’t be afraid to peek at the solution—it’s not cheating! But you’ll learn the most if you try to solve the problem first. We’ve also included all the exercise solutions’ source code with the rest of the code from this book.
Разместил: Ingvar16 28-10-2024, 10:59 | Комментарии: 0 | Подробнее

Автор: Горстко А. Б., Кочковая С. В.
Название: Азбука программирования. Информатика для всех
Издательство: М:, Знание
Год: 1988
Страниц: 144
Формат: DJVU, PDF
Размер: 10 МБ

В век научно-технического прогресса вычислительная техника проникает буквально во все сферы человеческой деятельности. Сегодня ЭВМ стали насущной необходимостью для всех — для рабочего и инженера, научного работника и экономиста. Книга представляет собой руководство, которое поможет каждому освоить простейшие приемы и навыки программирования, методы решения задач....
Разместил: polyanskiy 28-10-2024, 06:59 | Комментарии: 0 | Подробнее
Название: Kotlin Programming: Modern, Expressive Language Interoperable with Java for Android and Server-Side Development
Автор: Theophilus Edet
Издательство: CompreQuest Books
Год: 2024
Страниц: 694
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Discover Kotlin: Modern, Expressive Language for Android and Server-Side Development. Kotlin Programming: Modern, Expressive Language Interoperable with Java for Android and Server-Side Development is the definitive guide to mastering Kotlin, one of the fastest-growing programming languages in the world. Whether you're a seasoned Java developer or just starting your coding journey, this book provides the essential knowledge to leverage Kotlin’s powerful features for both Android app development and server-side solutions. Kotlin's versatility is evident in its support for a variety of programming paradigms, making it ideal for multiple development scenarios. Imperative Programming is central to Kotlin, allowing you to write clear, step-by-step instructions that the program follows, which is perfect for many traditional applications. Additionally, Generic Programming in Kotlin allows for flexible code reuse by enabling you to write functions and classes that can operate on any data type. Kotlin also excels in Object-Oriented Programming (OOP), enabling you to model complex systems using classes, objects, inheritance, and polymorphism. This makes Kotlin a natural fit for large-scale, maintainable enterprise applications. For those working with concurrent systems, Kotlin’s support for Asynchronous Programming is invaluable, as it simplifies managing background tasks like network calls and database operations. Whether you’re building mobile apps or high-performance server solutions, this book gives you the knowledge and practical skills to excel in today’s competitive software development landscape.
Разместил: Ingvar16 28-10-2024, 02:22 | Комментарии: 0 | Подробнее
Python Programmiertipps und Projekte - November 2024Название: Python Programmiertipps und Projekte
Издательство: Papercut Limited
Год / месяц: November 2024
Страниц: 148
Формат: PDF
Размер: 80 MB
Язык: немецкий

Один из успешных языков программирования - Python, а благодаря его уникальному дизайну любой может научиться программировать для таких технических проектов, как Большой адронный коллайдер, создание первого петабайтного набора данных с изображениями черных дыр, создание следующего поколения искусственного интеллекта (ИИ) и многое другое. Изучить Python может каждый. Освоение Python не займет много времени, но начинать нужно с малого. От установки языка Python на компьютер до взаимодействия с пользователями и создания сложных переменных - это руководство поможет вам заложить фундамент для будущего программирования на Python. В нем содержится все, что вам нужно знать, чтобы перейти на новый уровень программирования на Python. Хотите ли вы продвинуться по карьерной лестнице, изучая Python, или просто хотите развлечься и открыть для себя что-то новое, наши пошаговые руководства и статьи дадут вам необходимые знания. Начните программировать на Python!
Разместил: Dovegone 27-10-2024, 23:24 | Комментарии: 0 | Подробнее
Название: Cryptography (MIT Press Essential Knowledge)
Автор: Panos Louridas
Издательство: MIT Press
Год: 2024
Страниц: 312
Язык: английский
Формат: pdf, epub (true), mobi
Размер: 10.1 MB

A broad introduction to cryptography—what it is, how it really works, what its future holds, and why every informed citizen should understand its basics. We all keep secrets—from our gym locker codes to our email passwords to our online interactions. And we choose to share those secrets only with those whom we trust. So, too, do organizations, businesses, governments, and armies. In this fascinating book Cryptography, Panos Louridas provides a broad and accessible introduction to cryptography, the art and science of keeping and revealing secrets. Louridas explains just how cryptography works to keep our communications confidential, tracing it back all the way to its ancient roots. Then he follows its long and winding path to where we are today and reads the signs that point to where it may go tomorrow. A few years back, interest in cryptography was restricted to specialists. Today, as we all live our lives attuned to our digital footprint and the privacy issues it entails, it becomes more and more essential to have a basic understanding of cryptography and its applications to everyday life. Starting with classical cryptography, Cryptography takes the reader all the way up to the twenty-first century cryptographic applications that underpin our lives in the digital realm. Along the way, Louridas also explains concepts such as symmetric cryptography, asymmetric cryptography, cryptographic protocols and applications, and finally, quantum and post-Quantum cryptography as well as the links between cryptography and computer security.
Разместил: Ingvar16 27-10-2024, 21:07 | Комментарии: 0 | Подробнее
Название: Advanced Image Processing with Python and OpenCV: Implementing High-Performance Computer Vision Solutions for Object Detection, Image Recognition, and Augmented Reality Applications
Автор: Greyson Chesterfield
Издательство: Donbri Publishers
Год: 2024
Страниц: 159
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB

Unlock the full potential of Python and OpenCV with Advanced Image Processing with Python and OpenCV. This comprehensive guide delves into high-performance computer vision techniques that power today's cutting-edge technologies, including object detection, image recognition, and augmented reality. Designed for both beginners and seasoned developers, this book provides step-by-step guidance through complex topics, from setting up your environment to advanced image processing techniques. Whether you're creating robust applications for healthcare, autonomous vehicles, or dynamic media, you’ll find the techniques and code examples to bring your projects to life. With clear explanations and hands-on exercises, you'll gain practical skills in image filtering, geometric transformations, feature extraction, deep learning-based segmentation, and much more. Equip yourself with the knowledge to solve real-world challenges and advance in the rapidly growing field of computer vision. Computer vision is a subfield of Artificial Intelligence (AI) that focuses on enabling machines to interpret and understand visual information from the world. It aims to replicate human vision capabilities, allowing computers to process and analyze images or video streams to derive meaningful information. The significance of computer vision is highlighted by its ability to automate tasks that require visual understanding. Python, a versatile and user-friendly programming language, has gained immense popularity in the field of computer vision due to its simplicity and readability. The combination of OpenCV and Python allows developers to implement complex image processing tasks with minimal code, making it an ideal choice for both beginners and experienced practitioners.
Разместил: Ingvar16 27-10-2024, 20:18 | Комментарии: 0 | Подробнее
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