Data Science Fundamentals with R, Python, and Open Data

Автор: literator от 11-04-2024, 19:36, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: Data Science Fundamentals with R, Python, and Open Data
Автор: Marco Cremonini
Издательство: Wiley
Год: 2024
Страниц: 461
Язык: английский
Формат: epub
Размер: 10.1 MB

Introduction to essential concepts and techniques of the fundamentals of R and Python needed to start Data Science projects. Organized with a strong focus on open data, Data Science Fundamentals with R, Python, and Open Data discusses concepts, techniques, tools, and first steps to carry out Data Science projects, with a focus on Python and RStudio, reflecting a clear industry trend emerging towards the integration of the two. The text examines intricacies and inconsistencies often found in real data, explaining how to recognize them and guiding readers through possible solutions, and enables readers to handle real data confidently and apply transformations to reorganize, indexing, aggregate, and elaborate. This book is full of reader interactivity, with a companion website hosting supplementary material including datasets used in the examples and complete running code (R scripts and Jupyter notebooks) of all examples. Exam-style questions are implemented and multiple choice questions to support the readers’ active learning. Each chapter presents one or more case studies. Data Science Fundamentals with R, Python, and Open Data is a highly accessible learning resource for students from heterogeneous disciplines where Data Science and quantitative, computational methods are gaining popularity, along with hard sciences not closely related to Computer Science, and medical fields using stochastic and quantitative models.
 

Outlier Detection in Python (MEAP v1)

Автор: literator от 11-04-2024, 16:46, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: Outlier Detection in Python (MEAP v1)
Автор: Brett Kennedy
Издательство: Manning Publications
Год: 2024
Страниц: 283
Язык: английский
Формат: pdf, epub
Размер: 20.4 MB

Learn how to find the unusual, interesting, extreme, or inaccurate parts of your data. Outliers can be the most informative parts of your data, revealing hidden insights, novel patterns, and potential problems. For a business, this can mean finding new products, expanding markets, and flagging fraud or other suspicious activity. Outlier Detection in Python introduces the tools and techniques you’ll need to uncover the parts of a dataset that don’t look like the rest, even when they’re the more hidden or intertwined among the expected bits. Outlier Detection in Python is a comprehensive guide to the statistical methods, Machine Learning, and Deep Learning approaches you can use to detect outliers in different types of data. Throughout the book, you’ll find real-world examples taken from author Brett Kennedy’s extensive experience developing outlier detection tools for financial auditors and social media analysis. Plus, the book’s emphasis on interpretability ensures you can identify why your outliers are unusual and make informed decisions from your detection results. Each key concept and technique is illustrated with clear Python examples. All you’ll need to get started is a basic understanding of statistics and the Python data ecosystem. For Python programmers familiar with tools like pandas and NumPy, and the basics of statistics.
 

100 C++ Mistakes and How to Avoid Them (MEAP v2)

Автор: literator от 11-04-2024, 15:56, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: 100 C++ Mistakes and How to Avoid Them (MEAP v2)
Автор: Rich Yonts
Издательство: Manning Publications
Год: 2024
Страниц: 220
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB

Learn how to handle errors, inefficiencies, and outdated paradigms by exploring the most common mistakes you’ll find in production C++ code. C++ is a complex and powerful language. With an estimated ten billion lines of C++ code running in production, it’s not hard to find bugs, inefficiencies, and other coding mistakes that slow and snarl even the most mission critical applications. 100 C++ Mistakes and How To Avoid Them reveals the problems you’ll inevitably encounter as you write new C++ code and diagnose legacy applications, along with practical techniques you need to resolve them. 100 C++ Mistakes and How To Avoid Them identifies the problems you’ll find in legacy C++ codebases as well as in your own new programs. Author Rich Yonts provides a concrete example of each mistake and a step-by-step walkthrough of the correct code. You’ll learn to consider each mistake from the standpoint of correctness, readability, effectiveness, and performance, and adopt modern programming techniques that can replace older, outdated approaches. The book focuses on newer developers who inherit existing C++ projects. Understanding why specific mistakes exist helps you know how to detect and avoid writing similar issues. The mistakes start with class design and end with a few modern C++ techniques. Learning these new features should encourage you to improve your inherited code and leave it in a much better state for the next developer. Both beginning and experienced C++ programmers will benefit from these practical tips and advice.
 

The Python Bible for Beginners: The Ultimate Roadmap to Learn Python

Автор: literator от 11-04-2024, 06:16, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: The Python Bible for Beginners: The Ultimate Roadmap to Learn Python, Develop Practical Skills, and Kickstart Your Programming Career in Just 7 Days
Автор: Ralston Maki
Издательство: Independently published
Год: 2024
Страниц: 238
Язык: английский
Формат: pdf
Размер: 26.8 MB

Reach the end of the book to redeem 3 exclusive ebooks! Unleash your coding potential with the ultimate Python Bible for Beginners! Are you ready to skyrocket your programming career in just 7 days? Do you dream of mastering Python and developing practical, in-demand skills? Have you been searching for a comprehensive guide that takes you from zero to hero in record time? If so, keep reading! This groundbreaking book is your fast track to Python mastery. Packed with clear explanations, hands-on projects, and expert insights, it's the only resource you need to go from complete beginner to confident coder in just one week. Whether you're looking to jumpstart your programming career, automate tasks, or bring your ideas to life, this bible has everything you need to succeed. Whether you're a complete novice, a career changer, or a programmer looking to add Python to your toolkit, this bible is your key to unlocking the full potential of this versatile language. With its laser focus on practical skills and job readiness, it's the ultimate resource for anyone serious about launching a successful programming career.
 

Fluent Bit with Kubernetes (MEAP v5)

Автор: literator от 11-04-2024, 04:33, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: Fluent Bit with Kubernetes (MEAP v5)
Автор: Phil Wilkins
Издательство: Manning Publications
Год: 2024
Страниц: 341
Язык: английский
Формат: pdf, epub
Размер: 16.8 MB

Build cloud native observability pipelines with minimal footprints and high-performance throughput—all with Fluent Bit, Kubernetes, and your favorite visualization and analytics tools. Fluent Bit with Kubernetes draws on both the input and support of key committers and founders of Fluent Bit, and author Phil Wilkin’s years of experience in DevOps. Inside, you’ll see how you can integrate Fluent Bit with Prometheus, OpenTelemetry, FluentD deployments, and more. Learn how Fluent Bit can not only meet all the demands of cloud-native use cases, but also more traditional deployments as well. Inside Fluent Bit with Kubernetes you’ll learn how to establish and optimize observability systems for Kubernetes, and more. From fundamental configuration to advanced integrations, this book lays out Fluent Bit’s full capabilities for log, metric, and trace routing and processing. You’ll start with pre-made configurations for universal use cases, steadily working your way up to see how Fluent Bit works with modern innovations like OpenTelemetry and real-time analytical processing of events. You’ll learn how to customize filtering and processing using Lua scripts and plugins, and meet the demands of highly scalable environments with a minimal footprint. By the end, you’ll be ready to build tailored observability pipelines efficiently using Fluent Bit. For developers, DevOps engineers, and SREs working with Kubernetes observability.
 

Visualizing Quantum Mechanics with Python

Автор: literator от 10-04-2024, 21:21, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: Visualizing Quantum Mechanics with Python
Автор: Stephen Spicklemire
Издательство: CRC Press
Год: 2024
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Quantum Mechanics can be an abstract and complex subject. Students often complain of confusion, struggle, and frustration as they try to master the topic. The goal of this book is to reduce the complexity and clarify the abstractions with concrete visual examples driven by simple Python programs. It is assumed that the reader is concurrently taking a course in quantum mechanics, or self-studying quantum mechanics, but is looking for supplementary material to help with understanding and visualizing how quantum mechanics works. The focus of this book is writing Python programs to visualize the underlying behavior of the mathematical theory. The background needed to understand quantum mechanics is differential equations, linear algebra and modern physics. We need a strong foundation in differential equations and linear algebra because the behavior of quantum systems is governed by equations that are written in terms of these concepts. Modern physics includes concepts such as special relativity and quantum phenomena like the photoelectric effect and energy quantization that the theory of quantum mechanics seeks to explain. This book is also not an introduction to the Python programming language, or to NumPy, or even to VPython. However its programming examples start simply and grow more complex as the chapters progress, so deep expertise in any of these is not a pre-requisite.
 

Mastering Large Language Models

Автор: literator от 10-04-2024, 20:21, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: Mastering Large Language Models: Advanced techniques, applications, cutting-edge methods, and top LLMs
Автор: Sanket Subhash Khandare
Издательство: BPB Publications
Год: 2024
Страниц: 903
Язык: английский
Формат: pdf, epub
Размер: 13.2 MB

Do not just talk AI, build it: Your guide to LLM application development. Transform your business landscape with the formidable prowess of large language models (LLMs). The book provides you with practical insights, guiding you through conceiving, designing, and implementing impactful LLM-driven applications. This book explores NLP fundamentals like applications, evolution, components and language models. It teaches data pre-processing, neural networks, and specific architectures like RNNs, CNNs, and transformers. It tackles training challenges, advanced techniques such as GANs, meta-learning, and introduces top LLM models like GPT-3 and BERT. It also covers prompt engineering. Finally, it showcases LLM applications and emphasizes responsible development and deployment. With this book as your compass, you will navigate the ever-evolving landscape of LLM technology, staying ahead of the curve with the latest advancements and industry best practices. This book is tailored for those aiming to master large language models, including seasoned researchers, data scientists, developers, and practitioners in natural language processing (NLP).
 

C# Concurrency: Asynchronous and multithreaded programming (MEAP v10)

Автор: literator от 10-04-2024, 17:35, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

C# Concurrency: Asynchronous and multithreaded programming (MEAP v10)Название: C# Concurrency: Asynchronous and multithreaded programming (MEAP v10)
Автор: Nir Dobovizki
Издательство: Manning Publications
Год: 2024
Страниц: 265
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Supercharge your applications with the ultimate guide to asynchronous and multithreaded programming in C#! C# Concurrency: Asynchronous and Multithreaded Programming teaches you to harness the power of multithreading and async/await to get maximum speed from your code. Nir Dobovizki, a seasoned C# veteran with over 30 years of high-performance programming experience, is here to share his deep knowledge and expert techniques with you. Say goodbye to frustrating pitfalls and impossible-to-find bugs that slow down your applications. Nir's careful approach will teach you how to navigate these challenges with ease, allowing you to achieve lightning-fast performance like never before! Concurrency is a developers’ secret weapon for maximizing an application's performance. Using asynchronous and multithreaded programming techniques, you can seamlessly execute multiple tasks simultaneously, without sacrificing speed or quality.
 

Ultimate Python Libraries for Data Analysis and Visualization

Автор: literator от 10-04-2024, 12:31, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ

Название: Ultimate Python Libraries for Data Analysis and Visualization: Leverage Pandas, NumPy, Matplotlib, Seaborn, Julius AI and No-Code Tools for Data Acquisition, Visualization, and Statistical Analysis
Автор: Abhinaba Banerjee
Издательство: Orange Education Pvt Ltd, AVA
Год: 2024
Страниц: 507
Язык: английский
Формат: pdf, epub
Размер: 14.9 MB

Test your Data Analysis skills to its fullest using Python and other no-code toolsBook DescriptionUltimate Data Analysis and Visualization with Python is your comprehensive guide to mastering the intricacies of data analysis and visualization using Python. This book serves as your roadmap to unlocking the full potential of Python for extracting insights from data using Pandas, NumPy, Matplotlib, Seaborn, and Julius AI. Starting with the fundamentals of data acquisition, you'll learn essential techniques for gathering and preparing data for analysis. From there, you’ll dive into exploratory data analysis, uncovering patterns and relationships hidden within your datasets.Through step-by-step tutorials, you'll gain proficiency in statistical analysis, time series forecasting, and signal processing, equipping you with the tools to extract actionable insights from any dataset. What sets this book apart is its emphasis on real-world applications. With a series of hands-on projects, you’ll apply your newfound skills to analyze diverse datasets spanning industries such as finance, healthcare, e-commerce, and more.By the end of the book, you'll have the confidence and expertise to tackle any data analysis challenge with Python. To aid your journey, the book includes a handy Python cheat sheet in the appendix, serving as a quick reference guide for common functions and syntax.
 

Искусственный интеллект в прикладных науках. Медицина

Автор: tatanavip от 10-04-2024, 07:30, Коментариев: 0

Категория: КНИГИ » ПРОГРАММИРОВАНИЕ


Название: Искусственный интеллект в прикладных науках. Медицина
Автор: Джейд Картер
Издательство: Литрес
Год: 2024
Формат: pdf, epub
Размер: 10 Мб
Качество: Хорошее
Язык: Русский

Книга представляет собой всестороннее исследование влияния искусственного интеллекта на медицинскую практику и здравоохранение. Автор представляет читателям обширный обзор применения ИИ в различных областях медицины, начиная от диагностики заболеваний и прогнозирования эпидемий, и заканчивая разработкой лекарств, персонализированным лечением и медицинской робототехникой. Каждая глава представляет собой углубленное исследование конкретного аспекта использования ИИ в медицине, предлагая читателям обширный обзор успешных проектов, перспектив развития технологий и возможных вызовов.