Название: Building LLM Agents with RAG, Knowledge Graphs & Reflection: A Practical Guide to Building Intelligent, Context-Aware, and Self-Improving AI Agents
Автор: Mira S. Devlin
Издательство: Richa Publishing Minds
Год: 2025
Страниц: 315
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Transform Large Language Models into Intelligent Agents That Reason, Retrieve, and Reflect. In Building LLM Agents with RAG, Knowledge Graphs & Reflection, AI systems architect Mira S. Devlin guides you beyond the surface of generative AI into the world of agentic intelligence—where LLMs evolve from reactive tools into dynamic collaborators capable of grounding responses in truth, understanding context, and improving over time. This book doesn’t just explain concepts—it helps you build them. Each chapter blends theory, diagrams, and applied examples to show how retrieval, reasoning, and reflection interact inside modern AI agents. Whether you’re constructing a self-updating research assistant or a multi-agent workflow, you’ll gain a deep understanding of how today’s most advanced cognitive systems are designed. This book begins at the foundations: how transformers think and why LLMs are limited by static training data. It then progresses through retrieval-augmented generation (RAG), knowledge graphs, and reflective reasoning — culminating in the architecture of multi-agent collaboration. A basic familiarity with Python programming and Machine Learning concepts will be useful, though not strictly required.

Название: Introduction to Probability and Statistics for Data Science: with R
Автор: Steven E. Rigdon, Ronald D. Fricker, Jr., Douglas C. Montgomery
Издательство: Cambridge University Press
Год: 2025
Страниц: 829
Язык: английский
Формат: pdf (true)
Размер: 78.4 MB

Introduction to Probability and Statistics for Data Science provides a solid course in the fundamental concepts, methods and theory of statistics for students in statistics, Data Science, biostatistics, engineering, and physical science programs. It teaches students to understand, use, and build on modern statistical techniques for complex problems. The authors develop the methods from both an intuitive and mathematical angle, illustrating with simple examples how and why the methods work. More complicated examples, many of which incorporate data and code in R, show how the method is used in practice. Through this guidance, students get the big picture about how statistics works and can be applied. This text covers more modern topics such as regression trees, large scale hypothesis testing, bootstrapping, MCMC, time series, etc. We use R throughout the book. R is cutting-edge, free, open-source statistical software. R runs on a wide variety of UNIX platforms, and on the Windows and MacOS operating systems. We assume that the reader knows the basics of R and how it runs. In this book we will explain how R is used to analyze data while assuming some familiarity with R.

Название: AI in Business For Dummies
Автор: Jeffrey Allan
Издательство: For Dummies
Год: 2026
Страниц: 336
Язык: английский
Формат: pdf, epub, mobi
Размер: 11.1 MB

Create an AI strategy that best fits your business. You've heard about how Artificial Intelligence will revolutionize business, but maybe you're not sure how it will revolutionize your business. In AI in Business For Dummies, AI researcher and consultant Jeffrey Allan delivers clear insight into the capabilities of AI, the AI tools that get the job done, and how to best put Artificial Intelligence to work in your company. Using the book's step-by-step instructions, you'll learn how to build the latest AI tech in your business strategies. You'll also discover real-world examples of effective AI implementations in tasks like workflow automation, closing sales, handling data analytics, and driving innovation. The book also dives into ideas on how to get your staff and colleagues on board as well as how to use AI in an ethical manner.

Название: AI ChatBots For Dummies
Автор: Kelly Noble Mirabella, Eric Butow
Издательство: For Dummies
Год: 2026
Страниц: 320
Язык: английский
Формат: epub
Размер: 10.1 MB

A handbook for professionals implementing or upgrading chatbots. In AI Chatbots For Dummies, chatbot expert Kelly Mirabella and veteran tech educator Eric Butow deliver a from-scratch guide to deploying AI-powered chatbots that keep your business' customers happy. The book offers step-by-step instructions to building your bot and putting it into use — even if you don't know how to code. You'll learn how to reduce your workload, improve your company's efficiency, increase customer satisfaction, and accomplish a ton of other useful business goals, like creating automated marketing campaigns and new sales strategies. The authors walk you through exactly how you can use chatbots in a variety of use cases, from generating leads and sales to gathering audience and customer data and growing an audience. AI Chatbots For Dummies is the perfect how-to guide for business owners, entrepreneurs, and other business leaders interested in using chatbots to upgrade their company's abilities, improve its efficiency, and grow its bottom line.

Название: Rust Under the Hood: A deep dive into Rust internals and generated assembly
Автор: Sandeep Ahluwalia, Deepa Ahluwalia
Издательство: EventHelix.com Press
Год: July 15, 2024
Страниц: 317
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Unlock the full potential of the Rust programming language with "Rust Under the Hood." This comprehensive guide delves into Rust's core mechanics by examining the assembly code generated by its compiler. Ideal for Rust enthusiasts of all levels, this book offers unique insights into the generated code, memory management, and compiler optimizations. "Rust Under the Hood" pairs insightful explanations with practical examples and exercises at the end of each chapter. Use tools like Compiler Explorer and Rust Playground to reinforce your learning and gain hands-on experience with the generated x86-64 assembly.

Название: Introduction to GIS Programming: A Practical Python Guide to Open Source Geospatial Tools
Автор: Qiusheng Wu
Издательство: Leanpub
Год: 2025
Страниц: 553
Язык: английский
Формат: pdf (true)
Размер: 77.8 MB

Introduction to GIS Programming offers a comprehensive, hands-on introduction to the world of geospatial analysis using Python. Designed for learners of all levels, this book breaks down the complexities of Geographic Information Systems (GIS) into clear, actionable steps, making it ideal for students, researchers, professionals, and self-learners interested in mastering spatial data programming. Geospatial data has become a key player across numerous fields, including environmental science, urban planning, public health, and business analytics. As the volume and sophistication of this data increase, the need for accessible tools to analyze, process, and visualize it has never been greater. Python, with its rich ecosystem of libraries, is the go-to programming language for working with geospatial data—yet navigating the wide array of libraries and concepts can be overwhelming. This book provides the structure and clarity needed to move from Python novice to confident geospatial programmer.

Название: Coding Complete Manual - 26th Edition, 2025
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2025
Язык: английский
Формат: pdf
Размер: 31.9 MB

Программирование повсюду. От вашего телевизора до Международной космической станции вы найдете миллионы строк кода, контролирующих и предоставляющих услуги, которые мы принимаем как должное. ​За всем этим кодом стоят программисты, которые развивают наш цифровой мир, используя множество разных языков для создания Интернета, операционных систем, игр и современных развлечений. Мы покажем вам основы Python, Linux, Raspberry Pi и C++, четырех самых мощных языков в мире, которые используются такими компаниями, как NASA, Microsoft, Apple и во всем Интернете. ​Вы найдете идеи, концепции, учебные пособия, подсказки и проекты, которые помогут вам из новичка превратиться в продвинутого программиста, способного создавать свой собственный код. ​Ваше путешествие в мир программирования начинается здесь...

Название: Python for Quantum Chemistry: A Full Stack Programming Guide (Volume 23)
Автор: Qiming Sun
Издательство: Elsevier
Год: 2025
Страниц: 717
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Quantum chemistry requires ever higher computational performance, with more and more sophisticated and dedicated Python scripts being required to solve challenging problems. Although resources for basic use of Python are widely (and often freely) available online and in literature, truly cohesive materials for advanced Python programming skills are lacking. Qiming Sun, a developer of the popular Python package PySCF, provides a comprehensive, end-to-end practical resource for researchers and engineers who have basic Python programming experiences chiefly in computational chemistry but want to take their use of the software forwards to the next level, the book provides an insightful exploration of Numpy, Pandas, and other data analysis tools. Readers will learn how to manage their Python computational projects in a professional way, with various tools and protocols for computational chemistry research and general scientific computing tasks exhibited and analysed from a technical perspective. Readers will also learn how to use the presented optimization technologies to speed up their Python applications, even to the level as fast as a native C++ implementation.

Название: Глубокое обучение и игра в го
Автор: Памперла М., Фергюсон К.
Издательство: ДМК Пресс
Год: 2020
Cтраниц: 372
Формат: pdf (ocr) / djvu
Размер: 14 мб
Язык: русский

Древняя стратегическая игра го представляет собой отличный пример для демонстрации возможностей искусственного интеллекта. В 2016 году система, основанная на принципах глубокого обучения, потрясла мир го, победив одного из чемпионов. Вскоре после этого модернизированный алгоритм AlphaGo Zero сокрушил оригинальную версию бота благодаря использованию при освоении игры методов глубокого обучения с подкреплением.

Название: Machine Learning for Drug Discovery (MEAP 10)
Автор: Noah Flynn
Издательство: Manning Publications
Год: 2025
Страниц: 666
Язык: английский
Формат: pdf (true)
Размер: 45.1 MB

Discover how Machine Learning, Deep Learning, and Generative AI have transformed the pharmaceutical pipeline as you get a hands-on introduction to building models with PyTorch—including diving into Deepmind's Alphafold. Machine Learning for Drug Discovery introduces the Machine Learning and Deep Learning techniques that drive modern medical research. Each chapter covers a real-world example from the pharmaceutical industry, showing you hands-on how researchers investigate treatments for cancer, malaria, autoimmune diseases, and more. You'll even explore the techniques used to create Deepmind's Alphafold, in an in-depth case study of the groundbreaking model. All you need are the basics of Python. This book will teach you everything else.