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Название: Distributed Machine Learning Patterns (Final Release)
Автор: Yuan Tang
Издательство: Manning Publications
Год: 2024
Страниц: 248
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Practical patterns for scaling Machine Learning from your laptop to a distributed cluster. Distributed Machine Learning Patterns teaches you how to scale Machine Learning models from your laptop to large distributed clusters. In it, you’ll learn how to apply established distributed systems patterns to Machine Learning projects, and explore new ML-specific patterns as well. Firmly rooted in the real world, this book demonstrates how to apply patterns using examples based in TensorFlow, Kubernetes, Kubeflow, and Argo Workflows. Real-world scenarios, hands-on projects, and clear, practical DevOps techniques let you easily launch, manage, and monitor cloud-native distributed Machine Learning pipelines. For data analysts, data scientists, and software engineers who know the basics of Machine Learning algorithms and running Machine Learning in production. Readers should be familiar with the basics of Bash, Python, and Docker.

Название: Ruby on Rails Background Jobs with Sidekiq: Run Code Later without Complicating Your App
Автор: David Bryant Copeland
Издательство: The Pragmatic Programmers
Год: October 2023 (Version: P1.0)
Страниц: 106
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

Sidekiq is a reliable, well-supported, high-performing way to run code in the background of any Rails app. This book will give you a solid, practical foundation for creating resilient, well-tested, self-healing code that uses background jobs. You'll be able to simulate real-world failure modes and learn how to write idempotent code that can be safely run with Sidekiq. Whether you need to offload slow code out of a controller action, or make a flaky API call more fault tolerant, Sidekiq is the way to do that. One of the best ways to improve your Rails app's performance is to use background jobs with Sidekiq. While Sidekiq is easy to get set up, you need to do more than just move code around to reap the benefits. In this book, you'll get solutions to what sort of code should go into a Sidekiq job and how to manage those jobs. Even though you just need a few lines of code to run a Sidekiq job, there is quite a bit of complexity hiding in the shadows. A Rails app with Sidekiq jobs is really a distributed system. It has all the same challenges as a massive microservices-based architecture.

Название: Hacks, Leaks, and Revelations: The Art of Analyzing Hacked and Leaked Data (Final)
Автор: Micah Lee
Издательство: No Starch Press
Год: 2024
Страниц: 544
Язык: английский
Формат: epub (true)
Размер: 15.3 MB

Unlock the internet’s treasure trove of public interest data with Hacks, Leaks, and Revelations by Micah Lee, an investigative reporter and security engineer. This hands-on guide blends real-world techniques for researching large datasets with lessons on coding, data authentication, and digital security. All of this is spiced up with gripping stories from the front lines of investigative journalism. Using Python or other programming languages, you can give your computer precise instructions for performing tasks that existing tools or shell scripts don’t allow. For example, you could write a Python script that scours a million pieces of video metadata to determine where the videos were filmed. In my experience, Python is also simpler, easier to understand, and less error-prone than shell scripts. This chapter provides a crash course on the fundamentals of Python programming. You’ll learn to write and execute Python scripts and use the interactive Python interpreter. You’ll also use Python to do math, define variables, work with strings and Boolean logic, loop through lists of items, and use functions. Future chapters rely on your understanding of these basic skills.

Название: Deep Learning For Physics Research
Автор: Martin Erdmann, Jonas Glombitza, Gregor Kasieczka, Uwe Klemradt
Издательство: World Scientific Publishing
Год: 2021
Страниц: 340
Язык: английский
Формат: pdf (true)
Размер: 18,4 MB

A core principle of physics is knowledge gained from data. Thus, Deep Learning has instantly entered physics and may become a new paradigm in basic and applied research.This textbook addresses physics students and physicists who want to understand what Deep Learning actually means, and what is the potential for their own scientific projects. Being familiar with linear algebra and parameter optimization is sufficient to jump-start Deep Learning. Adopting a pragmatic approach, basic and advanced applications in physics research are described. Also offered are simple hands-on exercises for implementing deep networks for which Python code and training data can be downloaded.

Название: Statistics and Data Visualization in Climate Science with R and Python
Автор: Samuel S. P. Shen, Gerald R. North
Издательство: Cambridge University Press
Год: 2023
Страниц: 415
Язык: английский
Формат: pdf (true)
Размер: 35.5 MB

A comprehensive overview of essential statistical concepts, useful statistical methods, data visualization, and modern computing tools for the climate sciences and many others such as geography and environmental engineering. It is an invaluable reference for students and researchers in climatology and its connected fields who wish to learn data science, statistics, R and Python programming. The examples and exercises in the book empower readers to work on real climate data from station observations, remote sensing and simulated results. For example, students can use R or Python code to read and plot the global warming data and the global precipitation data in netCDF, csv, txt, or JSON; and compute and interpret empirical orthogonal functions. The book's computer code and real-world data allow readers to fully utilize the modern computing technology and updated datasets. Online supplementary resources include R code and Python code, data files, figure files, tutorials, slides and sample syllabi.

Название: Mastering OpenCV with Python: Use NumPy, Scikit, TensorFlow, and Matplotlib to learn Advanced algorithms for Machine Learning through a set of Practical Projects
Автор: Ayush Vaishya
Издательство: Orange Education Pvt Ltd, AVA
Год: November 2023
Страниц: 423
Язык: английский
Формат: epub (true)
Размер: 10.5 MB

Unlocking Visual Insights: OpenCV Made Simple and Powerful. "Mastering OpenCV with Python" immerses you in the captivating realm of computer vision, with a structured approach that equips you with the knowledge and skills essential for success in this rapidly evolving field. From grasping the fundamental concepts of image processing and OpenCV to mastering advanced techniques such as neural networks and object detection, you will gain a comprehensive understanding. Each chapter is enriched with hands-on exercises and real-world projects, ensuring the acquisition of practical skills that can be immediately applied in your professional journey. This book not only elevates your technical proficiency but also prepares you for a rewarding career. The technological job landscape is constantly evolving, and professionals who can harness the potential of computer vision are in high demand. This beginner-friendly book in computer vision requires no prior experience, making it accessible to newcomers. While a basic programming understanding is helpful, it's designed to guide individuals from diverse backgrounds into the captivating realms of AI, computer vision, and image processing.

Название: Grokking Algorithms, Second Edition (MEAP v4)
Автор: Aditya Bhargava
Издательство: Manning Publications
Год: 2023
Страниц: 324
Язык: английский
Формат: pdf (true)
Размер: 16.2 MB

A friendly, fully-illustrated introduction to the most important computer programming algorithms. The algorithms you'll use most often as a programmer have already been discovered, tested, and proven. This book will prepare you for those pesky algorithms questions in every programming job interview and help you apply them in your day-to-day work. And if you want to understand them without slogging through dense multipage proofs, this is the book for you. The first edition of Grokking Algorithms proved to over 100,000 readers that learning algorithms doesn't have to be complicated or boring! This new edition now includes fresh coverage of trees, NP complete problems, and code updates to Python 3. With easy-to-read, friendly explanations, clever examples, and exercises to sharpen your skills as you learn, you’ll actually enjoy learning these important algorithms. Grokking Algorithms, Second Edition makes it easy to learn. You’ll never be bored—complex concepts are all explained through fun cartoons and memorable examples that make them stick. You'll start with tasks like sorting and searching, then build your skills to tackle more advanced problems like data compression and Artificial Intelligence.

Название: Python Coding Tricks and Tips - 16th Edition, 2023
Автор: Papercut Limited
Издательство: Papercut Limited
Год: 2023
Язык: английский
Формат: pdf
Размер: 49.6 MB

"Хитрости и советы по Python" - это идеальное цифровое издание для тех, кто хочет поднять свои навыки на новый уровень. Вы хотите улучшить пользовательский опыт? Или хотите получить глубокие знания? Хотите учиться непосредственно у экспертов в данной области? Хотите ознакомиться с многочисленными аббревиатурами, используемыми профессионалами? В этом новом руководстве для продвинутых пользователей вы узнаете все, что необходимо для того, чтобы стать более уверенным и опытным пользователем. Вы получите максимальное удовольствие от кодирования и программирования на Python. Все, что вам нужно сделать, - это позволить нам помочь вам, обучив вас навыкам, на освоение которых у нас ушли десятилетия.

Название: jаvascript Interview Questions & Challenges
Автор: George Moller
Издательство: Independently published
Год: 2023
Язык: английский
Формат: pdf
Размер: 24.9 MB

Are you preparing for a job interview that involves jаvascript? Do you want to improve your coding skills and tackle challenging problems in the language? Look no further than this comprehensive guide to jаvascript interview questions and challenges. This book covers everything from basic concepts to advanced topics, with clear explanations and practical examples that will help you build your knowledge and confidence. You'll learn how to solve complex problems using jаvascript, and gain the skills you need to impress potential employers. With detailed explanations and expert guidance, this book is an essential resource for anyone looking to master jаvascript.

Название: Learn PowerShell Scripting in a Month of Lunches, Second Edition (MEAP v9)
Автор: James Petty
Издательство: Manning Publications
Год: 2023
Страниц: 366
Язык: английский
Формат: pdf, epub
Размер: 12.2 MB

Automate complex tasks and processes with PowerShell scripts. This amazing book teaches you how to write, test, and organize high-quality, reusable scripts for Windows, Linux, and cloud-based systems. Learn PowerShell Scripting in a Month of Lunches, Second Edition takes you beyond command-line PowerShell and opens up the amazing world of scripting and automation. In just 27 bite-sized lessons, you’ll learn to write scripts that can eliminate repetitive manual tasks, create custom reusable tools, and build effective pipelines and workflows. This revised second edition is fully updated to PowerShell’s latest version, including hands-on examples that perfectly demonstrate modern PowerShell’s cross-platform applications. Microsoft's PowerShell language lets you write scripts to control nearly every aspect of Windows. Just master a few straightforward scripting skills, and you'll save yourself from hours of tedious tasks. The lunch hours you spend learning PowerShell scripting will quickly pay you back with days of saved time! We see a lot of people jump into PowerShell scripting much the same way they'd jump into batch files, VBScript, Python, and so on. Nothing wrong with that. PowerShell is able to accommodate a lot of different styles and approaches. But you end up working harder than you need to unless you take a minute to understand how PowerShell really wants to work. We believe that toolmaking is the real way to use PowerShell. Learn PowerShell Scripting in a Month of Lunches teaches you to create effective automation scripts and tools with PowerShell. Its 27 bite-size lessons cover instantly useful techniques for writing efficient code, finding and squashing bugs, organizing your scripts into libraries, and much more.