BOOKS - Data Science A First Introduction with Python
Data Science A First Introduction with Python - Tiffany Timbers, Trevor Campbell, Melissa Lee, Joel Ostblom 2025 PDF CRC Press BOOKS
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Data Science A First Introduction with Python
Author: Tiffany Timbers, Trevor Campbell, Melissa Lee, Joel Ostblom
Year: 2025
Pages: 452
Format: PDF
File size: 55.0 MB
Language: ENG



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Book Description: Data Science: A First Introduction with Python In today's world, technology is advancing at an unprecedented rate, and it is essential to understand the process of technological evolution to survive and thrive. As humans, we need to develop a personal paradigm for perceiving the technological process of developing modern knowledge as the basis for our survival and the unity of people in a warring state. This book, "Data Science: A First Introduction with Python provides a comprehensive introduction to data science using the Python programming language, focusing on practical applications and realworld examples to help readers gain a deep understanding of the subject. The book emphasizes workflows that are clear, reproducible, and shareable, making it an excellent resource for learners from all disciplines with minimal prior knowledge of mathematics and programming. The authors, who have honed the material through years of experience teaching thousands of undergraduates at the University of British Columbia, use a modern approach to Python and include accompanying autograded Jupyter worksheets for interactive self-directed learning. The text begins by introducing the basics of version control, which is essential for data scientists to manage their code and collaborate with others effectively.
Data Science: первое введение с Python В современном мире технологии развиваются с беспрецедентной скоростью, и важно понимать процесс технологической эволюции, чтобы выжить и процветать. Нам как человеку необходимо выработать личностную парадигму восприятия технологического процесса развития современных знаний как основы нашего выживания и единства людей в воюющем государстве. Эта книга, «Data Science: A First Introduction with Python», содержит всестороннее введение в науку о данных с использованием языка программирования Python, фокусируясь на практических приложениях и примерах реального мира, чтобы помочь читателям получить глубокое понимание предмета. Книга подчеркивает рабочие процессы, которые ясны, воспроизводимы и доступны для совместного использования, что делает ее отличным ресурсом для учащихся всех дисциплин с минимальными предварительными знаниями в области математики и программирования. Авторы, которые оттачивали материал благодаря многолетнему опыту преподавания тысяч магистрантов в Университете Британской Колумбии, используют современный подход к Python и включают сопровождающие автоградации рабочих листов Jupyter для интерактивного самостоятельного обучения. Текст начинается с введения основ контроля версий, что очень важно для специалистов по анализу данных, чтобы управлять своим кодом и эффективно сотрудничать с другими.
Data Science : la première introduction avec Python Dans le monde d'aujourd'hui, les technologies évoluent à une vitesse sans précédent et il est important de comprendre le processus d'évolution technologique pour survivre et prospérer. En tant qu'homme, nous devons développer un paradigme personnel de perception du processus technologique du développement des connaissances modernes comme base de notre survie et de l'unité des gens dans un État en guerre. Ce livre, Data Science : A First Introduction with Python, offre une introduction complète à la science des données en utilisant le langage de programmation Python, en se concentrant sur des applications pratiques et des exemples du monde réel pour aider les lecteurs à acquérir une compréhension approfondie du sujet. livre met l'accent sur des processus de travail clairs, reproductibles et partagés, ce qui en fait une excellente ressource pour les apprenants de toutes les disciplines avec un minimum de connaissances préalables en mathématiques et en programmation. s auteurs, qui ont perfectionné le matériel grâce à des années d'expérience dans l'enseignement de milliers d'étudiants à la maîtrise à l'Université de la Colombie-Britannique, adoptent une approche moderne de Python et incluent des feuilles de travail Jupyter accompagnant l'autogradation pour l'auto-apprentissage interactif. texte commence par l'introduction des bases du contrôle de version, ce qui est très important pour les analystes de données pour gérer leur code et collaborer efficacement avec les autres.
Data Science: la primera introducción con Python En el mundo actual, la tecnología evoluciona a una velocidad sin precedentes y es importante comprender el proceso de evolución tecnológica para sobrevivir y prosperar. Como seres humanos necesitamos desarrollar un paradigma personal para percibir el proceso tecnológico del desarrollo del conocimiento moderno como la base de nuestra supervivencia y unidad humana en un Estado en guerra. Este libro, «Data Science: A First Introduction with Python», contiene una introducción integral a la ciencia de datos usando el lenguaje de programación Python, enfocándose en aplicaciones prácticas y ejemplos del mundo real para ayudar a los lectores a obtener una comprensión profunda del tema. libro destaca los flujos de trabajo que son claros, reproducibles y accesibles para compartir, lo que lo convierte en un excelente recurso para estudiantes de todas las disciplinas con un mínimo de conocimiento previo en matemáticas y programación. autores, que han perfeccionado el material gracias a de experiencia enseñando a miles de estudiantes de maestría en la Universidad de Columbia Británica, adoptan un enfoque moderno de Python e incluyen hojas de trabajo Jupyter acompañantes de auto-aprendizaje interactivo. texto comienza introduciendo las bases del control de versiones, que es muy importante para que los especialistas en análisis de datos gestionen su código y colaboren eficazmente con los demás.
Data Science: prima introduzione con Python Nel mondo moderno, la tecnologia evolve ad una velocità senza precedenti ed è importante comprendere l'evoluzione tecnologica per sopravvivere e prosperare. Come esseri umani abbiamo bisogno di sviluppare un paradigma personale per la percezione del processo tecnologico dello sviluppo delle conoscenze moderne come base della nostra sopravvivenza e dell'unità delle persone in uno stato in guerra. Questo libro, «Data Science: A First Introduction with Python», contiene un'introduzione completa alla scienza dei dati con il linguaggio di programmazione Python, focalizzandosi su applicazioni pratiche e esempi del mondo reale per aiutare i lettori ad acquisire una profonda comprensione della materia. Il libro evidenzia i flussi di lavoro che sono chiari, riproducibili e condivisibili, rendendolo un'ottima risorsa per gli studenti di tutte le discipline con una minima conoscenza preliminare in matematica e programmazione. Gli autori, che hanno perfezionato il materiale grazie a anni di esperienza nell'insegnamento di migliaia di laureati alla British Columbia University, utilizzano un approccio moderno a Python e includono la formazione automatica dei fogli di lavoro Jupyter per l'apprendimento autonomo interattivo. Il testo inizia con l'introduzione di basi di controllo delle versioni, che è molto importante per gli esperti di analisi dei dati per gestire il proprio codice e collaborare efficacemente con gli altri.
Data Science: Erste Einführung mit Python In der heutigen Welt entwickelt sich die Technologie mit beispielloser Geschwindigkeit und es ist wichtig, den Prozess der technologischen Evolution zu verstehen, um zu überleben und zu gedeihen. Als Mensch müssen wir ein persönliches Paradigma für die Wahrnehmung des technologischen Prozesses der Entwicklung des modernen Wissens als Grundlage unseres Überlebens und der Einheit der Menschen in einem kriegführenden Staat entwickeln. Dieses Buch, „Data Science: A First Introduction with Python“, bietet eine umfassende Einführung in die Datenwissenschaft mit der Programmiersprache Python und konzentriert sich auf praktische Anwendungen und Beispiele aus der realen Welt, um den sern zu helfen, ein tiefes Verständnis des Themas zu erlangen. Das Buch betont Arbeitsabläufe, die klar, reproduzierbar und zum Teilen verfügbar sind, was es zu einer großartigen Ressource für rnende aller Disziplinen mit minimalen Vorkenntnissen in Mathematik und Programmierung macht. Die Autoren, die das Material durch jahrelange Erfahrung in der hre von Tausenden von Master-Studenten an der University of British Columbia verfeinert haben, verfolgen einen modernen Python-Ansatz und integrieren begleitende Auto-Graduierungen von Jupyter-Arbeitsblättern für interaktives Selbststudium. Der Text beginnt mit der Einführung der Grundlagen der Versionskontrolle, die für Datenwissenschaftler sehr wichtig ist, um ihren Code zu verwalten und effektiv mit anderen zusammenzuarbeiten.
Data Science: First Introduction with Python Technology ewoluuje w bezprecedensowym tempie w dzisiejszym świecie i ważne jest, aby zrozumieć proces ewolucji technologicznej, aby przetrwać i prosperować. Jako osoba musimy opracować osobisty paradygmat postrzegania technologicznego procesu rozwoju nowoczesnej wiedzy jako podstawy naszego przetrwania i jedności ludzi w stanie wojennym. Ta książka, „Data Science: A First Introduction with Python”, stanowi kompleksowe wprowadzenie do nauki o danych za pomocą języka programowania Pythona, koncentrując się na praktycznych zastosowaniach i przykładach w świecie rzeczywistym, aby pomóc czytelnikom w uzyskaniu głębokiego zrozumienia tematu. Książka podkreśla przepływy pracy, które są jasne, powtarzalne i dzielne, co czyni go doskonałym zasobem dla studentów we wszystkich dyscyplinach z minimalną wcześniejszą wiedzą z zakresu matematyki i programowania. Autorzy, którzy uhonorowali materiał wieloletnim doświadczeniem w nauczaniu tysięcy studentów na Uniwersytecie Kolumbii Brytyjskiej, stosują nowoczesne podejście do Pythona i zawierają towarzyszące mu autografy arkuszy Jowisza do interaktywnego samodzielnego studiowania. Tekst rozpoczyna się od wprowadzenia podstaw kontroli wersji, co jest niezbędne dla naukowców zajmujących się zarządzaniem ich kodem i skuteczną współpracą z innymi.
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Veri Bilimi: Python Teknolojisi ile İlk Giriş, günümüz dünyasında benzeri görülmemiş bir hızla gelişiyor ve hayatta kalmak ve gelişmek için teknolojik evrim sürecini anlamak önemlidir. Bir kişi olarak, modern bilginin gelişiminin teknolojik sürecinin, savaşan bir durumda insanların hayatta kalması ve birliği için temel olarak algılanması için kişisel bir paradigma geliştirmemiz gerekir. Bu kitap, "Veri Bilimi: Python ile İlk Giriş", Python programlama dilini kullanarak, okuyucuların konuyu derinlemesine anlamalarına yardımcı olmak için pratik uygulamalara ve gerçek dünya örneklerine odaklanan veri bilimine kapsamlı bir giriş sağlar. Kitap, açık, tekrarlanabilir ve paylaşılabilir iş akışlarını vurgulayarak, tüm disiplinlerdeki öğrenciler için en az matematik ve programlama bilgisine sahip mükemmel bir kaynak haline getirmektedir. British Columbia Üniversitesi'nde binlerce lisans öğrencisine yıllarca eğitim vererek materyali geliştiren yazarlar, Python'a modern bir yaklaşım getiriyor ve etkileşimli kendi kendine çalışma için eşlik eden Jupyter çalışma sayfalarının autogrades'ini içeriyor. Metin, veri bilimcilerinin kodlarını yönetmeleri ve başkalarıyla etkili bir şekilde işbirliği yapmaları için gerekli olan sürüm kontrolünün temellerini tanıtarak başlar.
علم البيانات: أول مقدمة مع تكنولوجيا بايثون تتطور بمعدل غير مسبوق في عالم اليوم، ومن المهم فهم عملية التطور التكنولوجي من أجل البقاء والازدهار. بصفتنا شخصًا، نحتاج إلى تطوير نموذج شخصي لتصور العملية التكنولوجية لتطوير المعرفة الحديثة كأساس لبقائنا ووحدة الناس في دولة متحاربة. يقدم هذا الكتاب، «علوم البيانات: مقدمة أولى مع بايثون»، مقدمة شاملة لعلوم البيانات باستخدام لغة برمجة بايثون، مع التركيز على التطبيقات العملية والأمثلة الواقعية لمساعدة القراء على اكتساب فهم عميق للموضوع. يؤكد الكتاب على سير العمل الواضح والقابل للتكرار والقابل للمشاركة، مما يجعله مصدرًا ممتازًا للطلاب في جميع التخصصات مع الحد الأدنى من المعرفة المسبقة بالرياضيات والبرمجة. المؤلفون، الذين شحذوا المواد من خلال سنوات من الخبرة في تدريس الآلاف من الطلاب الجامعيين في جامعة كولومبيا البريطانية، يتبعون نهجًا حديثًا تجاه بايثون ويتضمنون أوراق عمل مصاحبة لجوبيتر للدراسة الذاتية التفاعلية. يبدأ النص بإدخال أساسيات التحكم في الإصدار، وهو أمر ضروري لعلماء البيانات لإدارة رمزهم والتعاون بشكل فعال مع الآخرين.
數據科學:Python的首次介紹在當今世界中,技術以前所未有的速度發展,了解技術進化的過程對於生存和繁榮至關重要。作為一個人,我們需要建立一種個人範式,將現代知識的技術發展視為我們在交戰國的生存和團結的基礎。這本書《數據科學:與Python的首次介紹》(Data Science:A First Introduction with Python)提供了使用Python編程語言對數據科學的全面介紹,重點是現實世界的實際應用和示例,以幫助讀者深入了解該主題。該書強調了清晰,可復制和可共享的工作流程,使其成為所有學科的學生的絕佳資源,並且對數學和編程的初步了解很少。通過在不列顛哥倫比亞大學教授數千名本科生的多經驗來磨練材料的作者采用了現代的Python方法,並包括隨附的Jupyter工作表自動搶劫以進行交互式自我學習。文本首先介紹了版本控制框架,這對於數據分析人員管理其代碼並與他人有效合作非常重要。

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