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Anotace knihy

Building upon the knowledge introduced in The Data Science Framework, this book provides a comprehensive and detailed examination of each aspect of Data Analytics, both from a theoretical and practical standpoint. The book explains representative algorithms associated with different techniques, from their theoretical foundations to their implementation and use with software tools.

Designed as a textbook for a Data Analytics Fundamentals course, it is divided into seven chapters to correspond with 16 weeks of lessons, including both theoretical and practical exercises. Each chapter is dedicated to a lesson, allowing readers to dive deep into each topic with detailed explanations and examples. Readers will learn the theoretical concepts and then immediately apply them to practical exercises to reinforce their knowledge. And in the lab sessions, readers will learn the ins and outs of the R environment and data science methodology to solve exercises with the R language.With detailed solutions provided for all examples and exercises, readers can use this book to study and master data analytics on their own. Whether you're a student, professional, or simply curious about data analytics, this book is a must-have for anyone looking to expand their knowledge in this exciting field.

The following chapters have contributions by:

• Chapter 4, "Anomaly Detection" - Juan J. Cuadrado-Gallego, Yuri Demchenko, Josefa Gómez, and Abdelhamid Tayebi
• Chapter 5, "Unsupervised Classification" - Juan J. Cuadrado-Gallego, Yuri Demchenko, and Abdelhamid Tayebi
• Chapter 6, "Supervised Classification" - Juan J. Cuadrado-Gallego, Yuri Demchenko, and Josefa Gómez

Parametry knihy

Zařazení knihy Knihy v angličtině Computing & information technology Databases

• Plný název: Data Analytics
• Podnázev: A Theoretical and Practical View from the EDISON Project
• Autor: Juan J. Cuadrado-Gallego, Yuri Demchenko, Josefa Gómez Pérez, Abdelhamid Tayebi Tayebi
• Jazyk: Angličtina
• Vazba: Brožovaná
• Počet stran: 477
• EAN: 9783031391316
• ID: 46874607
• Nakladatelství: Springer, Berlin
• Hmotnost: 739 g
• Rozměry: 235 × 155 mm
• Rok vydání: 2024

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