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 Название: Retrieval Augmented Generation in Production with Haystack: Building Trustworthy, Scalable, Reliable, and Secure AI Systems (Early Release)
Автор: Skanda Vivek
Издательство: O’Reilly Media, Inc.
Год: 2024-05-07
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB
In today's rapidly changing AI technology environment, software engineers often struggle to build real-world applications with large language models (LLM). The benefits of incorporating open source LLMs into existing workflows is often offset by the need to create custom components. That's where Haystack comes in. This open source framework is a collection of the most useful tools, integrations, and infrastructure building blocks to help you design and build scalable, API-driven LLM backends. With Haystack, it's easy to build extractive or generative QA, Google-like semantic search to query large-scale textual data, or a reliable and secure ChatGPT-like experience on top of technical documentation. This guide serves as a collection of useful retrieval augmented generation (RAG) mental models and offers ML engineers, AI engineers, and backend engineers a practical blueprint for the LLM software development lifecycle. An emerging paradigm is the leveraging of Generative AI to unlock data-centric insights for customers across various industries using large language models (LLMs) such as the OpenAI GPT models, Anthropic’s Claude models, Google Gemini, Meta’s Llama models, Mistral, etc. However, an engine alone cannot propel a vehicle. State-of-the-art LLMs like GPT-4 excel at language-based tasks due to their a priori knowledge, acquired through training on a vast representative corpus of documents (including websites, books, etc.) and tasks involving these documents. | |
Разместил: Ingvar16 13-05-2024, 15:52 | Комментарии: 0 | Подробнее
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 Название: Think Like a Startup Founder (MEAP v12)
Автор: Jothy Rosenberg
Издательство: Manning Publications
Год: 2024
Страниц: 361
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB
Discover the good, the bad, and the ugly of succeeding with a tech startup from nine-time company founder Jothy Rosenberg. Jothy Rosenberg is an incorrigible technology entrepreneur. As the founder of nine companies, he’s experienced both the stunning success of $100 million sales and the inevitable setbacks that any startup faces. In Think Like a Startup Founder: Anecdotes of an incorrigible technology entrepreneur Jothy tells stories from his decades in business that will give guidance, insight, and inspiration to anyone who’s ever thought of founding or running a company. Every story recounts a success or mistake that becomes a vital lesson to any aspiring founder. You’ll benefit from Jothy’s unvarnished truth-telling about investors, boards, successes, failures, and more. Almost every developer has dreamed about starting their own company. The cold reality is that nine out of ten startups fail. If you’ve ever thought about tech entrepreneurship, this guide will give you a great head start by answering important questions you didn’t even know you should be asking. For anyone interested in technology entrepreneurship—no specialist knowledge required. | |
Разместил: Ingvar16 13-05-2024, 14:02 | Комментарии: 0 | Подробнее
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 Название: Волшебство Kotlin
Автор: Сомон (Симон) П. И.
Издательство: ДМК Пресс
Год: 2020
Cтраниц: 536
Формат: pdf (ocr)
Размер: 11 мб
Язык: русский
Kotlin – один из самых новых языков в экосистеме Java, устраняющий многие ограничения Java и гораздо более универсальный. Среди его преимуществ: полная совместимость с Java и возможность интеграции на уровне исходного кода, широкая поддержка парадигмы функционального программирования, помогающая писать надежный и безопасный код, лаконичность синтаксиса, а также, что весьма немаловажно, гарантии поддержки со стороны IT-гиганта Google. Пьер-Ив Сомон. опытный разработчик на Java, в своей книге подробно освещает нюансы программирования на Kotlin, переходя от общего описания языка к его характерным особенностям и возможностям, включая приемы функционального программирования. Издание предназначено для разработчиков, знакомых с Java и стремящихся повысить безопасность своих программ, а также упростить их написание, тестирование и сопровождение. | |
Разместил: rivasss 13-05-2024, 12:34 | Комментарии: 0 | Подробнее
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 Название: Python Development with Large Language Models: From Text to Tasks: Python Programming with the Help of Large Language Models! 5 Projects to Master Python Development with Large Language Models
Автор: Katie Millie
Издательство: Independently published
Серия: Python Trailblazer’s Bible
Год: 2024
Страниц: 163
Язык: английский
Формат: pdf
Размер: 23.2 MB
Unchain Your Coding Potential: Python Development with Large Language Models. Is your Python code stuck in the dark ages?Are you tired of repetitive tasks and endless syntax errors? Break free from the shackles of manual coding with the revolutionary power of Large Language Models (LLMs)! Python Development with Large Language Models is your launchpad into the future of programming. This book equips you with the knowledge and tools to supercharge your Python development by leveraging the incredible capabilities of LLMs. The magic behind LLMs: Demystify the technology and discover how these powerful language models process, analyze, and generate text. Essential Python libraries and frameworks: Learn to leverage popular tools like TensorFlow or PyTorch, the bridges connecting LLMs and Python development. Practical techniques for LLM integration: Explore how to access and interact with LLMs, process text data effectively, and fine-tune them for specific tasks within your projects. Real-world project implementation: Put your knowledge into action by building a practical application that utilizes LLMs in your Python development environment. Ready to unlock the true potential of your Python coding? Don't wait! Buy Python Development with Large Language Models today and launch yourself into the future of coding! This comprehensive guide will equip you with the knowledge and tools to transform your Python development workflow and become a true coding master. Take control of your programming destiny. | |
Разместил: Ingvar16 13-05-2024, 12:24 | Комментарии: 0 | Подробнее
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 Название: Python Programmierung Tipps und Projekte - Mai 2024
Автор: Papercut Ltd
Издательство: Papercut Ltd
Год / месяц: Mai 2024
Страниц: 148
Формат: PDF
Размер: 111 MB
Язык: Deutsch/немецкий
Python Programmierung Tipps und Projekte - это идеальное цифровое издание для пользователей, которые хотят поднять свои навыки на новый уровень. Вы хотите улучшить свой пользовательский опыт или получить инсайдерские знания? Вы хотите учиться непосредственно у экспертов в этой области? Хотите узнать бесчисленные сокращения, которыми пользуются профессионалы? На страницах этого нового руководства для продвинутых пользователей вы узнаете все, что нужно, чтобы стать более уверенным, знающим и опытным пользователем, который будет извлекать максимальную пользу из своего кодирования и, в конечном счете, из самого программирования Python. С этим неофициальным руководством у вас никогда не возникнет проблем или вопросов, которые вы не сможете решить, изучая, осваивая и совершенствуя свои навыки программирования на языке Python. | |
Разместил: Dovegone 13-05-2024, 00:13 | Комментарии: 0 | Подробнее
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 Название: TensorFlow Developer Certification Guide: Crack Google’s official exam on getting skilled with managing production-grade ML models
Автор: Patrick J
Издательство: GitforGits
Год: 2023
Страниц: 212
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB
Designed with both beginners and professionals in mind, the book is meticulously structured to cover a broad spectrum of concepts, applications, and hands-on practices that form the core of the TensorFlow Developer Certificate exam. Starting with foundational concepts, the book guides you through the fundamental aspects of TensorFlow, Machine Learning algorithms, and Deep Learning models. The initial chapters focus on data preprocessing, exploratory analysis, and essential tools required for building robust models. The book then delves into Convolutional Neural Networks (CNNs), Long Short-Term Memory Networks (LSTMs), and advanced neural network techniques such as GANs and Transformer Architecture. Emphasizing practical application, each chapter is peppered with detailed explanations, code snippets, and real-world examples, allowing you to apply the concepts in various domains such as text classification, sentiment analysis, object detection, and more. A distinctive feature of the book is its focus on various optimization and regularization techniques that enhance model performance. As the book progresses, it navigates through the complexities of deploying TensorFlow models into production. It includes exhaustive sections on TensorFlow Serving, Kubernetes Cluster, and edge computing with TensorFlow Lite. The book provides practical insights into monitoring, updating, and handling possible errors in production, ensuring a smooth transition from development to deployment. The final chapters are devoted to preparing you for the TensorFlow Developer Certificate exam. From strategies, tips, and coding challenges to a summary of the entire learning journey, these sections serve as a robust toolkit for exam readiness. With hints and solutions provided for challenges, you can assess your knowledge and fine-tune your problem solving skills. | |
Разместил: Ingvar16 12-05-2024, 21:30 | Комментарии: 0 | Подробнее
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Название: React быстро, 2-е издание
Автор: Мардан Азат, Барклунд Мортен
Издательство: Питер
Год: 2024
Формат: pdf
Страниц: 512
Для сайта: Mirknig.su
Размер: 13,9 Мб
Язык: русский
React предельно упрощает создание привлекательных и надежных интерфейсов для веб-приложений. Эта великолепная библиотека javascript имеет модульную архитектуру, что позволяет легко создавать, объединять и тестировать компоненты. React идеально подходит для небольших прототипов, корпоративных сайтов и других подобных решений. «React быстро. 2-е издание» предлагает уникальный подход к освоению фреймворка React. Более 80 компактных примеров проведут читателя от изучения основ работы к созданию довольно сложных приложений. В книге подробно описаны многие функциональные компоненты, хуки React и средства доступности веб-приложений, а также представлены интересные проекты для отработки новых навыков. Книга предназначена для разработчиков, имеющих опыт создания веб-приложений на базе javascript. | |
Разместил: relizer 12-05-2024, 18:50 | Комментарии: 0 | Подробнее
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 Название: The Python For Finance Handbook: Unlocking Financial Insights with Python
Автор: Hayden Van Der Post, Vincent Bisette
Издательство: Reactive Publishing
Год: 2024
Страниц: 583
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB
Dive into the dynamic world of finance armed with the power of Python! In 'The Python for Finance Handbook,' embark on a journey where financial expertise meets cutting-edge technology. This comprehensive guide equips you with the essential tools and techniques to leverage Python programming for financial analysis, modeling, and decision-making. From mastering data manipulation to implementing advanced statistical methods, this handbook demystifies complex financial concepts through practical examples and real-world applications. Whether you're a seasoned finance professional or a newcomer to the field, this book empowers you to harness Python's versatility to streamline processes, gain insights, and make informed investment decisions. Explore key topics such as portfolio optimization, risk management, algorithmic trading, and more, as you discover how Python revolutionizes traditional finance practices. With step-by-step instructions, code snippets, and hands-on exercises, 'The Python for Finance Handbook' is your indispensable companion for navigating the intersection of finance and technology. Elevate your financial prowess and stay ahead in today's rapidly evolving financial landscape with Python as your guide. Python's simplicity and readability have made it particularly attractive for finance professionals who are not primarily programmers but require a tool that can extend their analytical capabilities without a steep learning curve. The language's syntax is intuitive and emphasizes readability, which facilitates easier maintenance and collaboration among professionals from various disciplines. | |
Разместил: Ingvar16 12-05-2024, 18:43 | Комментарии: 0 | Подробнее
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 Название: Software Engineering and Management: Theory and Application: Volume 16
Автор: Roger Lee
Издательство: Springer
Серия: Studies in Computational Intelligence
Год: 2024
Страниц: 238
Язык: английский
Формат: pdf (true), epub
Размер: 31.9 MB
The book reports state of the art results in Software Engineering Research, Management & Applications in both printed and electronic form. SCI (Studies in Computation Intelligence) has grown into the most comprehensive computational intelligence research forum available in the world. Federated Leaning (FL), as a distributed Machine Learning paradigm, enables the collaboration of a group of agents to collaboratively conduct a learning model training, while preserving the data privacy. Federated Learning is viable distributed Machine Learning framework that can be applied to different smart-world systems, supported by the advancement of rapidly growing networking and computing techniques. Federated Learning (FL) has made possible the collaborative training of Machine Learning models between aggregation server and clients without sharing their private data. With the massive volume of heterogeneous data from various clients, the server faces challenges such as data unbalance, data corruption, and/or data irrelevancy. As a result, the FL setting is exposed to numerous security risks that lead to performance deterioration of learning effectiveness. To tackle the issue, in this paper we propose the Heterogeneity Index Based Clustering (HIC) approach, which enables the dynamic categorization of clients into clusters. Particularly, the model weights are dynamically clustered based on their heterogeneity level using an affinity propagation method. The HIC approach uses a simple, but effective way of scaling data heterogeneity and dynamic clustering to create a resilient learning system against backdoor attacks that outperforms the existing works on FL robustness. | |
Разместил: Ingvar16 12-05-2024, 15:24 | Комментарии: 0 | Подробнее
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Название: Идеальный программист. Как стать профессионалом разработки ПО
Автор(ы): Мартин Роберт
Издательство: Питер
Год: 2019
Страниц: 224
Формат: PDF
Размер: 12 Мб
Язык: русский
Всех программистов, которые добиваются успеха в мире разработки ПО, отличает один общий признак: они больше всего заботятся о качестве создаваемого программного обеспечения. Это - основа для них. Потому что они являются профессионалами своего дела.
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Разместил: MIHAIL62 12-05-2024, 09:51 | Комментарии: 0 | Подробнее
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