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Data Mining and Predictive Analytics: A Case Study Approach
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Data Mining and Predictive Analytics: A Case Study ApproachНазвание: Data Mining and Predictive Analytics: A Case Study Approach
Автор: Andres Fortino
Издательство: Mercury Learning and Information
Год: 2023
Страниц: 291
Язык: английский
Формат: pdf (true)
Размер: 39.5 MB

With many recent advances in data science, we have many more tools and techniques available for data analysts to extract information from data sets. This book aims to assist data analysts to move up from simple tools such as Excel for descriptive analytics to answer more sophisticated questions using machine learning. Most of the exercises use R and Python, but rather than focus on coding algorithms, the book employs interactive interfaces to these tools to perform the analysis. Using the CRISP-DM data mining standard, the early chapters cover conducting the preparatory steps in data mining: translating business information needs into framed analytical questions and data preparation. The Jamovi and the JASP interfaces are used with R and the Orange3 data mining interface with Python. Where appropriate, Voyant and other open-source programs are used for text analytics. The techniques covered in this book range from basic descriptive statistics, such as summarization and tabulation, to more sophisticated predictive techniques, such as linear and logistic regression, clustering, classification, and text analytics. Includes companion files with case study files, solution spreadsheets, data sets and charts, etc. from the book.


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Thermal Physics Tutorials with Python Simulations
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Thermal Physics Tutorials with Python SimulationsНазвание: Thermal Physics Tutorials with Python Simulations
Автор: Minjoon Kouh, Taejoon Kouh
Издательство: CRC Press
Год: 2023
Страниц: 238
Язык: английский
Формат: pdf (true)
Размер: 34.96 MB

This book provides an accessible introduction to thermal physics with computational approaches that complement the traditional mathematical treatments of classical thermodynamics and statistical mechanics. It guides readers through visualizations and simulations in the Python programming language, helping them to develop their own technical computing skills (including numerical and symbolic calculations, optimizations, recursive operations, and visualizations). Python is a highly readable and practical programming language, making this book appropriate for students without extensive programming experience. Mathematics is one of the most powerful and essential tools of a physicist, or may even be considered as the language of physics. However, in recent years, computational methods have risen to complement and supplement the traditional, mathematical approaches to physics. As the new generation of physicists is expected to be well versed in modern computational tools, this tutorial was written with the goal of introducing a few elementary skills in data visualization, modeling, and simulation with a popular (as of the 2020s) programming language, Python, within the context of classical thermodynamics and statistical physics.


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Разработка игр на языке JavaScript (2022)
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Разработка игр на языке JavaScript (2022)Название: Разработка игр на языке jаvascript. Учебное пособие для СПО. 2-е изд.
Автор: Беляев С.А.
Издательство: Лань
Год: 2022
Страниц: 151
Язык: русский
Формат: pdf
Размер: 11,7 MB

Современные технологии разработки интернет-приложений шагнули далеко вперед. Можно найти множество учебников, посвященных HTML, CSS, jаvascript и т.п. Все они подробно описывают различные элементы языков и могут использоваться в качестве справочников, однако для их успешного применения необходимо иметь опыт проектирования и разработки приложений. В данном учебном пособии не только описываются элементы языка программирования, но и приводится множество практических примеров, позволяющих решать реальные задачи. А изучение на основании реальных задач, когда видишь результат, гораздо эффективнее, чем решение неинтересных, но очень полезных учебных примеров. Принципы построения игры, описанные в данном учебном пособии, могут быть с минимальными изменениями распространены на другие языки программирования. jаvascript во многих аспектах проще для начального изучения программирования, чем другие языки, но он имеет особенности, отличающие его от классических объектно-ориентированных языков, таких как Java, C++, C# и т.п.


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A Textbook of Data Structures and Algorithms, Vol. 1-3
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A Textbook of Data Structures and Algorithms, Vol. 1-3Название: A Textbook of Data Structures and Algorithms, Vol. 1-3
Автор: G.A. Vijayalakshmi Pai
Издательство: Wiley-ISTE
Год: 2022
Страниц: 284+304+356
Язык: English/английский
Формат: pdf (true)
Размер: 46.9 MB

Структуры данных и алгоритмы - это фундаментальный курс по информатике, который большинство программ бакалавриата и магистратуры по информатике и другим смежным дисциплинам в науке и технике предлагают на ранних этапах соответствующих программ, либо как основной, либо как факультативный курс. Этот курс позволяет студентам получить столь необходимую основу для эффективного программирования, что ведет к более эффективному решению проблем в их соответствующих дисциплинах. В книге подробно описываются концепции, методы и приложения, относящиеся к структурам данных и алгоритмам, независимо от языка программирования, рассматривается несколько примеров и иллюстративных задач, ставятся обзорные вопросы для закрепления понимания теории, а также приводится список заданий по программированию, которые помогут реализовать изученные структуры данных и алгоритмы. Фактически, книга может быть использована как самостоятельный учебник, так и служить дополнением к книгам, в которых рассматриваются структуры данных и алгоритмы, реализованные на конкретных языках программирования, таких как C, C++, Java, Python и так далее.


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Python for Beginners: The Unlimited Beginner’s Direction to Knowing the Multiple Popular Programming Language
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Python for Beginners: The Unlimited Beginner’s Direction to Knowing the Multiple Popular Programming LanguageНазвание: Python for Beginners: The Unlimited Beginner’s Direction to Knowing the Multiple Popular Programming Language
Автор: Karen P. Mitchell
Издательство: Independently published
Год: 2022
Страниц: 133
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

You will learn the secrets of the most advanced programming language ever. Therefore today is truly your lucky day. Another entertaining approach to go into pseudocode is Python. It is not by chance that its creator is a fan of Monty Python. Your trip into the world of computer coding will not only be exceptional, but it will also be fun and secure with a companion like Python at your side. Its ability to be dynamic and strong is one of its best attributes, along with the fact that its syntax is easy to understand. One of the reasons Python is so well-liked and respected is because of this. Some of the biggest names in the computer industry today utilize Python, including NASA, Yahoo!, Google, YouTube, and Redhat. Python also supports many other coding approaches, such as functional, imperative, object-oriented, and procedural. It enables you to make your apps and video games. The information you need to know to grasp the Python language will be covered in detail in the following chapters. You now understand the fundamentals and how to put them to use for your benefit. You've probably already created a few of your pieces of code, and you're now ready to explore what more you can include in them to improve their functionality. You'll be able to learn the abilities and information you need from this manual to master Python programming eventually.


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Math Projects in Scratch : Primes, Codes, Counting, Geometry
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Math Projects in Scratch : Primes, Codes, Counting, GeometryНазвание: Math Projects in Scratch : Primes, Codes, Counting, Geometry
Автор: Michael Mays
Издательство: Leanpub
Год: 2022-08-31
Страниц: 187
Язык: английский
Формат: pdf (true), epub
Размер: 30.4 MB

What can you do with Scratch besides write games? Lots of math projects, secret codes, the geometry of Pi, Fibonacci numbers, prime numbers, and other sequences, and more! One story in Frederik Pohl’s anthology Star Science Fiction # 4 is by Fritz Leiber, about a supergenius kitten named Gummitch who planned to write books explaining the world to other genius kittens. One book was to be “Space-Time for Springers,” and that is also the title of the story. My mathematical research is in number theory and combinatorics, often aided by computer explorations. Now I have grandchildren at the age of enthusiasm and wonder, one of whom introduced me to the computer language Scratch. The mascot of Scratch is a smiling ginger kitten, who might as well be Gummitch. This book uses Scratch to develop some ideas in mathematics and to invite exploration, written with my grandchildren in mind. The title I chose makes clear the subject (mathematics) and the tool for exploration (Scratch), but in spirit I tried to write the book Gummitch would have wanted: “Numbers for Springers.”


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Clean Code Principles And Patterns : A Software Practitioner's Handbook
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Clean Code Principles And Patterns : A Software Practitioner's HandbookНазвание: Clean Code Principles And Patterns : A Software Practitioner's Handbook
Автор: Petri Silen
Издательство: Leanpub
Год: 2023-02-02
Страниц: 489
Язык: английский
Формат: pdf (true), mobi, epub
Размер: 17.6 MB

One of the most comprehensive no-fluff guides for software developers to help them write clean code every day. The book is packed with principles and patterns that help developers, from novices and juniors to seniors and experts, to write cleaner code. Clean Code Principles and Patterns is one of the most comprehensive no-fluff guides for software developers to help them write clean code every day. The author Petri Silen has almost 30 years of industry experience in designing and implementing software, and now he puts all his knowledge gained during the years into this book. The book is packed with principles and patterns that help developers, from novices and juniors to seniors and experts, to write cleaner code. The principles and patterns presented in the book are accompanied by realistic yet straightforward examples to help the reader to understand them better. Examples are written in Java, jаvascript/TypeScript, and C++. Most examples are in Java or jаvascript/
TypeScript and are adaptable to other programming languages, too. The reader should have basic knowledge of one object-oriented programming language to get the full benefit from this book.


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Practical Python Artificial Intelligence Programming
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Practical Python Artificial Intelligence ProgrammingНазвание: Practical Python Artificial Intelligence Programming
Автор: Mark Watson
Издательство: Leanpub
Год: 2023-02-02
Страниц: 129
Язык: английский
Формат: pdf (true), epub
Размер: 10.2 MB

A fun dive into AI programming with Python. We will cover Deep Learning, old fashioned symbolic AI, broad coverage of data sources as well as wide range of tips and techniques for using Python both in experiments and in production. This book is intended, dear reader, to show you a wide variety of practical Artificial Intelligence (AI) techniques and examples, and to be a jumping off point when you discover things that interest you or may be useful in your work. A common theme here is covering AI programming tasks that used to be difficult or impossible but are now much simpler using deep learning, of at least possible. I also cover a wide variety on non-deep learning material including a chapter on Symbolic AI that has historic interest and some current practical value. Why Python? Python is a very high level language that is easily readable by other programmers. Since Python is one of the most popular programming languages there are many available libraries and frameworks.


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React Quickly, Second Edition (MEAP v11)
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React Quickly, Second Edition (MEAP v11)Название: React Quickly, Second Edition (MEAP v11)
Автор: Morten Barklund, Azat Mardan
Издательство: Manning Publications
Год: 2023
Страниц: 891
Язык: английский
Формат: pdf, epub
Размер: 33.7 MB

Build your skills with React and its ecosystem fast. There’s no slow theory and tedious history. You’ll dive into React code right from the very first chapter. The book teaches you how React thinks, introducing ways of structuring your architecture that even work with large teams. You’ll explore over 100 useful and practical examples that put React into action. This new second edition has been completely rewritten to cover the latest developments in the React framework. The React jаvascript library helps developers speedily build reliable and beautiful frontends and user interfaces. Its simple architecture makes it easy to create complex web applications. React’s compartmentalized components can be quickly and easily tested in isolation and composed into a full application. This makes React a perfect choice for anything from quick prototypes to full-scale large websites.


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Machine Learning Algorithms in Depth (MEAP v4)
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Machine Learning Algorithms in Depth (MEAP v4)Название: Machine Learning Algorithms in Depth (MEAP v4)
Автор: Vadim Smolyakov
Издательство: Manning Publications
Год: 2023
Страниц: 245
Язык: английский
Формат: pdf, epub
Размер: 28.4 MB

Develop a mathematical intuition for how Machine Learning algorithms work so you can improve model performance and effectively troubleshoot complex ML problems. In Machine Learning Algorithms in Depth you’ll explore practical implementations of dozens of ML algorithms. Machine Learning Algorithms in Depth dives into the design and underlying principles of some of the most exciting machine learning (ML) algorithms in the world today. With a particular emphasis on probability-based algorithms, you’ll learn the fundamentals of Bayesian inference and deep learning. You’ll also explore the core data structures and algorithmic paradigms for machine learning. Each algorithm is fully explored with both math and practical implementations so you can see how they work and how they’re put into action. Fully understanding how Machine Learning algorithms function is essential for any serious ML engineer.