Isaac Triguero, Mikel Galar

Large-Scale Data Analytics with Python and Spark (eBook, PDF)

A Hands-on Guide to Implementing Machine Learning Solutions

• Format: PDF

Produktdetails

• Verlag: Cambridge University Press
• Erscheinungstermin: 23. November 2023
• Englisch
• ISBN-13: 9781009318235
• Artikelnr.: 70912782

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.