Название: Effective Pandas 2: Opinionated Patterns for Data Manipulation
Автор: Matt Harrison
Издательство: MetaSnake
Серия: Treading on Python
Год: 2024
Страниц: 594
Язык: английский
Формат: epub
Размер: 45.1 MB

Effective Pandas 2 is an update of the best-selling Effective Pandas, aimed at the Pandas 2 library. It is a pivotal resource for anyone looking to master the art of data handling with Pandas, the popular Python data analysis library. This book is a treasure trove of knowledge, distilling years of expertise into a format that's both accessible and engaging. Whether you're a beginner eager to dive into data science or a seasoned professional seeking to refine your skills, this book is tailored for you. 'Effective Pandas 2' cuts through the clutter of online resources, offering a streamlined path to proficiency. Say goodbye to countless hours spent trawling through blogs, mailing lists, and user groups; this book is your one-stop guide to writing robust and efficient Pandas code. Pandas is a data analysis library for Python that has exploded in popularity over the past years. This book assumes a basic knowledge of Python.

Название: Конформное прогнозирование в Python
Автор: Манохин В.
Издательство: дмк
Год: 2024
Формат: PDF
Страниц: 308
Размер: 41 Mb
Язык: Русский

Данная книга предлагает углубленное изучение конформного прогнозирования — новейшего подхода, позволяющего управлять неопределенностью в различных задачах машинного обучения. Вы узнаете, как конформное прогнозирование создает точно откалиброванные прогнозные интервалы для регрессии и решает задачи прогнозирования временных рядов и несбалансированных данных. Практические примеры на Python, а также использование реальных наборов данных, экспертных рекомендаций и открытых библиотек обеспечат вам глубокое понимание этого подхода.

Название: Линейное программирование
Автор: Палий И.А.
Издательство: Москва
Год: 2008
Cтраниц: 256
Формат: pdf
Размер: 11 мб
Язык: русский

Рассматриваются следующие темы: построение математических моделей задач линейного программирования, графическое решение задач с двумя переменными, симплекс-метод, теория двойственности, метод потенциалов решения транспортной задачи, паросочетания, потоки в сетях, венгерский алгоритм решения задач о назначениях и транспортной задачи. Изложение теоретического материала сопровождается большим количеством подробно разобранных примеров решения задач, что облегчает усвоение доказательств теорем и работы алгоритмов.

Название: An Introduction to Partial Differential Equations with MATLAB, 3rd Edition
Автор: Matthew P. Coleman, Vladislav Bukshtynov
Издательство: CRC Press
Год: 2025
Страниц: 510
Язык: английский
Формат: pdf (true)
Размер: 110.8 MB

The first two editions of An Introduction to Partial Differential Equations with MATLAB gained popularity among instructors and students at various universities throughout the world. Plain mathematical language is used in a friendly manner to provide a basic introduction to partial differential equations (PDEs). Suitable for a one- or two-semester introduction to PDEs and Fourier series, the book strives to provide physical, mathematical, and historical motivation for each topic. Equations are studied based on method of solution, rather than on type of equation. This third edition of this popular textbook updates the structure of the book by increasing the role of the computational portion, compared to previous editions. However, by far the most significant change in this third edition is the addition of a number of chapters dedicated to the use of MATLAB, not only for the graphical visualization of functions/solutions, but, much more importantly, for the numerical solution of PDEs. As familiarity with MATLAB is not assumed, Chapter 3 serves as an introduction to the visualization of functions, the use of MATLAB’s Symbolic Math Toolbox for solving ODEs, and a few MATLAB built- in functions.

Название: Algorithmic Trading with Python: Fast-Track Your Trading Strategy: A comprehensive Guide
Автор: Hayden Van Der Post
Издательство: Reactive Publishing
Год: 2024
Страниц: 435
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Transform the way you approach trading withAlgorithmic Trading with Python: Fast-Track Your Trading Strategy, a comprehensive guide to building and implementing automated trading systems. This book is designed for traders, data enthusiasts, and finance professionals looking to harness Python’s power to develop robust, data-driven strategies. Explore key concepts such as backtesting, Machine Learning integration, technical analysis, and portfolio optimization. With clear, step-by-step tutorials and practical examples, you’ll learn how to design, code, and refine algorithms tailored to your trading goals. Whether you’re a beginner or an experienced trader, this guide equips you with the skills to automate decision-making, reduce emotional bias, and enhance your trading performance. Dive into the future of trading and gain the competitive edge you need with this essential resource.

Название: Hands-on Deep Learning: A Guide to Deep Learning with Projects and Applications
Автор: Harsh Bhasin
Издательство: Apress
Год: 2024
Страниц: 373
Язык: английский
Формат: pdf
Размер: 23.1 MB

This book discusses Deep Learning, from its fundamental principles to its practical applications, with hands-on exercises and coding. It focuses on Deep Learning (DL) techniques and shows how to apply them across a wide range of practical scenarios. The book begins with an introduction to the core concepts of DL. It delves into topics such as transfer learning, multi-task learning, and end-to-end learning, providing insights into various DL models and their real-world applications. Next, it covers neural networks, progressing from single-layer perceptrons to multi-layer perceptrons, and solving the complexities of backpropagation and gradient descent. It explains optimizing model performance through effective techniques, addressing key considerations such as hyperparameters, bias, variance, and data division. It also covers convolutional neural networks (CNNs) through two comprehensive chapters, covering the architecture, components, and significance of kernels implementing well-known CNN models such as AlexNet and LeNet. It concludes with exploring autoencoders and generative models such as Hopfield Networks and Boltzmann Machines, applying these techniques to a diverse set of practical applications. For Machine Learning engineers, data scientists, AI practitioners, software developers, and engineers interested in Deep Learning.

Название: Generative AI Apps with Langchain and Python: A Project-Based Approach to Building Real-World LLM Apps
Автор: Rabi Jay
Издательство: Apress
Год: 2024
Страниц: 530
Язык: английский
Формат: pdf (true), epub (true)
Размер: 12.8 MB

Future-proof your programming career through practical projects designed to grasp the intricacies of LangChain's components, from core chains to advanced conversational agents. This hands-on book provides Python developers with the necessary skills to develop real-world Large Language Model (LLM)-based Generative AI applications quickly, regardless of their experience level. Projects throughout the book offer practical LLM solutions for common business issues, such as information overload, internal knowledge access, and enhanced customer communication. Meanwhile, you'll learn how to optimize workflows, enhance embedding efficiency, select between vector stores, and other optimizations relevant to experienced AI users. The emphasis on real-world applications and practical examples will enable you to customize your own projects to address pain points across various industries. Developing LangChain-based Generative AI LLM Apps with Python employs a focused toolkit (LangChain, Pinecone, and Streamlit LLM integration) to practically showcase how Python developers can leverage existing skills to build Generative AI solutions. By addressing tangible challenges, you'll learn-by-be doing, enhancing your career possibilities in today's rapidly evolving landscape.

Название: Programming Language Fundamentals: A Metalanguage Approach in ELM
Автор: Martin Erwig
Издательство: Wiley
Год: 2024
Страниц: 227
Язык: английский
Формат: pdf (true)
Размер: 16.6 MB

Understand the key principles of programming languages. Programming languages are the tools needed to let algorithms run on electronic computers. As they form the linguistic interface between humans and machines, the understanding of programming languages is essential for being able to control machine behavior. Programming Language Fundamentals offers a precise, comprehensive introduction to the principles that are the basis of most programming languages. Explaining both functional programming and logic programming, it presents a broad perspective on programming and constitutes an indispensable introduction to the foundations of programming languages. Programming Language Fundamentals is ideal for undergraduate students in Computer Science, as well as researchers and practitioners working with programming languages who are looking to broaden their understanding of the field.

Название: Java 23 for Absolute Beginners: Learn the Fundamentals of Java Programming, Third Edition
Автор: Iuliana Cosmina
Издательство: Apress
Год: 2024
Страниц: 884
Язык: английский
Формат: pdf
Размер: 27.5 MB

Write your first code in Java 23 using simple, step-by-step examples that model real-word objects and events, making learning easy. With this book you will be able to pick up core programming concepts without fuss and write efficient Java code in no time. Clear code descriptions and layout ensure you get your code running as soon as possible. Author Iuliana Cosmina focuses on practical knowledge and getting you up to speed quickly--all the bits and pieces a novice needs to get started programming in Java. In this edition, you will discover how Java has changed since version 17, and how to design and write code using the most recently introduced Java features such as new collection methods, virtual threads, pattern and record matching in switch expressions, structured concurrency tasks, unnamed classes and instance methods, and many more. This book is a complete Java guide, covering the following topics: setting up a development environment, programming concepts and well-known programming principles, writing Java code following industry-specific design patterns and coding conventions, executing it, debugging, testing, etc.

Название: Handbook on Teaching Empirical Software Engineering
Автор: Daniel Mendez, Paris Avgeriou, Marcos Kalinowski, Nauman Bin Ali
Издательство: Springer
Год: 2024
Страниц: 634
Язык: английский
Формат: pdf (true), epub
Размер: 41.4 MB

This handbook exploits the profound experience and expertise of well-established scholars in the empirical software engineering community to provide guidance and support in teaching various research methods and fundamental concepts. A particular focus is thus on combining research methods and their epistemological settings and terminology with didactics and pedagogy for the subject. The book covers the most essential contemporary research methods and philosophical and cross-cutting concerns in software engineering research, considering both academic and industrial settings, at the same time providing insights into the effective teaching of concepts and strategies. Empirical software engineering has received much attention in recent years and helped shift software engineering research from a more mathematically oriented and design science-driven discipline to a more insight-oriented and theory-driven one. While extensive guidelines are nowadays available for designing, conducting, reporting, and reviewing empirical studies, similar attention has not yet been paid to teaching empirical software engineering.