Isaac Triguero (University of Nottingham), Mikel Galar (Public University of Navarre)

Large-Scale Data Analytics with Python and Spark

A Hands-on Guide to Implementing Machine Learning Solutions

• Broschiertes Buch

Produktbeschreibung

A hands-on textbook teaching how to carry out large-scale data analytics and implement machine learning solutions for big data. Including copious real-world examples, it offers a coherent teaching package with lab assignments, exercises, solutions for instructors, and lecture slides.

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Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 422
• Erscheinungstermin: 23. November 2023
• Englisch
• Abmessung: 170mm x 244mm x 24mm
• Gewicht: 772g
• ISBN-13: 9781009318259
• ISBN-10: 100931825X
• Artikelnr.: 68211666

Autorenporträt

Isaac Triguero is Distinguished Senior Researcher at the Department of Computer Science and Artificial Intelligence, University of Granada, and Associate Professor of Data Science at the School of Computer Science of the University of Nottingham. He won the 2019 School of Computer Science - University of Nottingham Award for Teaching.

Inhaltsangabe

Part I. Understanding and Dealing with Big Data: 1. Introduction
2. MapReduce
Part II. Big Data Frameworks: 3. Hadoop
4. Spark
5. Spark SQL and DataFrames
Part III. Machine Learning for Big Data: 6. Machine Learning with Spark
7. Machine Learning for Big Data
8. Implementing Classical Methods: k-means and Linear Regression
9. Advanced Examples: Semi-supervised, Ensembles, Deep Learning Model Deployment.