Название: The Creative Programmer (Final Release)
Автор: Wouter Groeneveld
Издательство: Manning Publications
Год: 2023
Страниц: 232
Язык: английский
Формат: epub (true)
Размер: 37.6 MB

Creativity is essential to being a successful programmer. The stories, examples, and groundbreaking research in this book will help you unleash your creative potential! In The Creative Programmer you’ll learn the processes and habits of successful creative individuals and discover how you can build creativity into your programming practice. This fascinating new book introduces the seven domains of creative problem solving and teaches practical techniques that apply those principles to software development. Hand-drawn illustrations, reflective thought experiments, and brain-tickling example problems help you get your creative juices flowing. You’ll soon be thinking up new and novel ways to tackle the big challenges of your projects. I don’t doubt that The Creative Programmer will be useful to any programmer, from high schoolers taking their first steps in Python to seasoned C++ developers with decades of experience. For programmers of all experience and skill levels.

Название: Machine Learning in Production: Master the art of delivering robust Machine Learning solutions with MLOps
Автор: Suhas Pote
Издательство: BPB Publications
Год: 2023
Страниц: 469
Язык: английский
Формат: pdf (true)
Размер: 38.98 MB

Deploy, manage, and scale Machine Learning models with MLOps effortlessly. ‘Machine Learning in Production’ is an attempt to decipher the path to a remarkable career in the field of MLOps. It is a comprehensive guide to managing the machine learning lifecycle from development to deployment, outlining ways in which you can deploy ML models in production. It starts off with fundamental concepts, an introduction to the ML lifecycle and MLOps, followed by comprehensive step-by-step instructions on how to develop a package for ML code from scratch that can be installed using pip. It then covers MLflow for ML life cycle management, CI/CD pipelines, and shows how to deploy ML applications on Azure, GCP, and AWS. Furthermore, it provides guidance on how to convert Python applications into Android and Windows apps, as well as how to develop ML web apps. Finally, it covers monitoring, the critical topic of machine learning attacks, and A/B testing.

Название: Evolutionary Deep Learning: Genetic algorithms and neural networks (MEAP v12)
Автор: Micheal Lanham
Издательство: Manning Publications
Год: 2023
Страниц: 443
Язык: английский
Формат: pdf, epub
Размер: 23.3 MB

Discover one-of-a-kind AI strategies never before seen outside of academic papers! Learn how the principles of evolutionary computation overcome deep learning’s common pitfalls and deliver adaptable model upgrades without constant manual adjustment. Evolutionary Deep Learning is a guide to improving your Deep Learning models with AutoML enhancements based on the principles of biological evolution. This exciting new approach utilizes lesser- known AI approaches to boost performance without hours of data annotation or model hyperparameter tuning. Google Colab notebooks make it easy to experiment and play around with each exciting example. By the time you’ve finished reading Evolutionary Deep Learning, you’ll be ready to build deep learning models as self-sufficient systems you can efficiently adapt to changing requirements.

Название: Software Engineering for Data Scientists (MEAP v3)
Автор: Andrew Treadway
Издательство: Manning Publications
Год: 2023
Страниц: 319
Язык: английский
Формат: pdf, epub
Размер: 16.8 MB

These easy to learn and apply software engineering techniques will radically improve collaboration, scaling, and deployment in your data science projects. Software Engineering for Data Scientists presents important software engineering principles that will radically improve the performance and efficiency of Data Science projects. Author and Meta data scientist Andrew Treadway has spent over a decade guiding models and pipelines to production. This practical handbook is full of his sage advice that will change the way you structure your code, monitor model performance, and work effectively with the software engineering teams. Part 4 will teach you how to effectively monitor your code in production. This is especially relevant when you deploy a Machine Learning model to make predictions on a recurring or automated basis. We’ll cover logging, automated reporting, and how to build dashboards with Python.

Название: ChatGPT Chrome Extension Playbook
Автор: Cindy Donovan
Издательство: SociGem
Год: 2023
Язык: английский
Формат: pdf
Размер: 17.9 MB

This is an essential trick all ChatGPT users should know – if they want to make steady residual income. ChatGPT Chrome Extension Builder turns ChatGPT into your very own, free-to-use, software developer. The best part is, you don’t need to know anything about coding or software for that matter. Just plug our simple, yet highly effective copy-and-paste prompts into ChatGPT and watch as it researches, creates ideas & even writes the code in real-time… Google Chrome extensions are software applications developed using web technologies like HTML, CSS, and javascript. They empower users to personalize their browsing experience in Chrome. They are small add-on features and applications that can enhance a user's experience. They allow users to customize and personalize the way Google Chrome operates to match their preferences and work style, thereby increasing productivity.

Название: Tidyverse Skills for Data Science in R
Автор: Carrie Wright, Shannon Ellis, Stephanie Hicks, Roger D. Peng
Издательство: Leanpub
Год: 2021-09-03
Страниц: 780
Язык: английский
Формат: pdf (true)
Размер: 30.3 MB

Develop insights from data with tidy tools. Import, wrangle, visualize, and model data with the Tidyverse R packages. This book is intended for data scientists with some familiarity with the R programming language who are seeking to do Data Science using the Tidyverse family of packages. Through 5 chapters, you will cover importing, wrangling, visualizing, and modeling data using the powerful Tidyverse packages, including the new Tidymodels framework. The Tidyverse packages provide a simple but powerful approach to Data Science which scales from the most basic analyses to massive data deployments. This book covers the entire life cycle of a Data Science project and presents specific tidy tools for each stage. This course introduces a powerful set of Data Science tools known as the Tidyverse. The Tidyverse has revolutionized the way in which data scientists do almost every aspect of their job. We will cover the simple idea of “tidy data” and how this idea serves to organize data for analysis and modeling.

Название: D3 Tips and Tricks v7.x: Interactive Data Visualization in a Web Browser
Автор: Malcolm Maclean
Издательство: Leanpub
Год: 2021-06-20
Страниц: 411
Язык: английский
Формат: pdf (true), epub
Размер: 27.1 MB

Tips and tricks for using D3.js (version 7), one of the leading data visualization tools for the web. It's aimed at getting you started and moving you forward. D3.js can help you make data beautiful. D3 Tips and Tricks is a book written to help those who may be unfamiliar with javascript or web page creation get started turning information into visualization. D3.js (hereafter abridged as D3) is “a javascript library for manipulating documents based on data”. But that description doesn’t do it justice. D3 is all about helping you to take information and make it more accessible to others via a web browser. It’s a javascript library. That means that it’s a software tool that can be used in conjunction with other software tools to achieve a task. Those other tools are based on web standards such as HTML, SVG and CSS but we don’t need to know too much about them to start using D3 (although it will help :-)). It’s an open framework, which means that there are no hidden mysteries about how it does its magic and it allows others to contribute to a constant cycle of improvement.

Название: Machine Learning Interviews (Second Early Release)
Автор: Susan Shu Chang
Издательство: O’Reilly Media, Inc.
Год: 2023
Страниц: 108
Язык: английский
Формат: epub
Размер: 17.0 MB

As tech products become more prevalent today, the demand for Machine Learning professionals continues to grow. But the responsibilities and skill sets required of ML professionals still vary drastically from company to company, making the interview process difficult to predict. In this guide, data science leader Susan Shu Chang shows you how to tackle the ML hiring process. Having served as principal data scientist in several companies, Chang has considerable experience as both ML interviewer and interviewee. She'll take you through the highly selective recruitment process by sharing hard-won lessons she learned along the way. You'll quickly understand how to successfully navigate your way through typical ML interviews.

Название: Алгоритмы. С примерами на Python
Автор: Джopдж Xaйнeмaн
Издательство: Питер
Год: 2023
Страниц: 302
Язык: русский
Формат: pdf
Размер: 33,1 MB

Когда нужно, чтобы программа работала быстро и занимала поменьше памяти, профессионального программиста выручают знание алгоритмов и практика их применения. Эта книга - как раз про практику. Ее автор, Джордж Хайнеман, предлагает краткое, но четкое и последовательное описание основных алгоритмов, которые можно эффективно использовать в большинстве языков программирования. О том, какими методами решаются различные вычислительные задачи, стоит знать и разработчикам, и тестировщикам, и интеграторам. Алгоритм - основа computer science и сущность нынешней информационной эпохи. Алгоритмы движут поисковыми системами, которые ежедневно отвечают за миллиарды запросов, и позволяют безопасно передавать данные по всему Интернету. Алгоритмы все чаще оказываются нужны пользователям самых различных областей - от целевой рекламы до онлайн-ценников. В этой книге в доступной форме описаны алгоритмы, которые сразу же можно применять для улучшения эффективности программ. Все алгоритмы написаны на Python, одном из самых популярных и интуитивно понятном языке программирования, которым пользуются в самых различных сферах.

Название: Tiny PowerShell Projects (MEAP v6)
Автор: Bill Burns
Издательство: Manning Publications
Год: 2023
Страниц: 276
Язык: английский
Формат: pdf, epub
Размер: 34.2 MB

PowerShell can automate almost any IT task. This book guides you through 17 practical PowerShell projects that will build your skills and save you hours—or even days—of work. Tiny PowerShell Projects guides you through 17 practical projects designed to help you master the fundamentals of system administration with PowerShell. You’ll create handy scripts and build reusable tools that are easy to write and easy to put into action—even if you have no programming experience! You’ll create scripts you can use straight out of the box, and you’ll also learn how to adapt your code to add new features. By the time you finish, you’ll be confident using PowerShell to solve your own unique problems. PowerShell is a powerful scripting language for Windows, Mac and Linux. It’s perfect for automating any system administration task. With PowerShell, you can perform tedious multi-step tasks right from the command line and save your work as scripts you’ll be able to use over and over. And because it’s a full-featured programming language, you can build tools that you can share with other users.