Triguero, Isaac
Large-Scale Data Analytics with Python and Spark: A Hands-On Guide to Implementing Machine Learning Solutions
- ISBN 13:
- 9781009318259
- author:
- Triguero, Isaac
- format:
- Paperback
- publisher:
- Cambridge University Press
- language:
- English
- Publication Year:
- 2024
- Pages:
- 422
- Dimensions:
- 24.2 x 17 x 2.4 centimetres (0.7
- Genre:
- Computers, Server & Database, General Database,
- Condition:
- New
- Availability:
- Item usually sent within 5 working days
Description
Large-Scale Data Analytics with Python and Spark is a comprehensive textbook that teaches students how to carry out large-scale data analytics and design machine learning solutions for big data. It focuses on fundamentals, providing key principles and paradigms for working with large-scale data, as well as frameworks such as Hadoop and Spark. The book offers real-world examples, hands-on coding exercises, and labs, combined with clear explanations to engage students. It includes a teaching package with learning objectives, online solutions for instructors, lecture slides, and an accompanying suite of lab exercises in Jupyter Notebooks. This resource is ideal for courses on large-scale data analytics with machine learning in computer/data science departments. By covering the essential principles that aspiring data scientists need to know, this textbook provides a structured approach to teaching large-scale data analytics and machine learning.