Machine Learning with PySpark, 2nd Edition

With Natural Language Processing and Recommender Systems



Bookstore > Books > Machine Learning with PySpark, 2nd Edition

Price$49.05 - $57.72
Rating
AuthorPramod Singh
PublisherApress
Published2022
Pages220
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101484277767
ISBN-139781484277768
EBook Hardcover Paperback

Master the new features in PySpark 3.1 to develop data-driven, intelligent applications. This updated edition covers topics ranging from building scalable machine learning models, to natural language processing, to recommender systems.

Machine Learning with PySpark, Second Edition begins with the fundamentals of Apache Spark, including the latest updates to the framework. Next, you will learn the full spectrum of traditional machine learning algorithm implementations, along with natural language processing and recommender systems. You'll gain familiarity with the critical process of selecting machine learning algorithms, data ingestion, and data processing to solve business problems. You'll see a demonstration of how to build supervised machine learning models such as linear regression, logistic regression, decision trees, and random forests. You'll also learn how to automate the steps using Spark pipelines, followed by unsupervised models such as K-means and hierarchical clustering. A section on Natural Language Processing (NLP) covers text processing, text mining, and embeddings for classification. This new edition also introduces Koalas in Spark and how to automate data workflow using Airflow and PySpark's latest ML library.

After completing this book, you will understand how to use PySpark's machine learning library to build and train various machine learning models, along with related components such as data ingestion, processing and visualization to develop data-driven intelligent applications.


  1. (3 books)



Similar Books


Machine Learning with R, 2nd Edition

Machine Learning with R, 2nd Edition

by Brett Lantz

Updated and upgraded to the latest libraries and most modern thinking, Machine Learning with R, Second Edition provides you with a rigorous introduction to this essential skill of professional data science. Without shying away from technical theory, it is written to provide focused and practical knowledge to get you building algorithms an...

Price:  $39.99  |  Publisher:  Packt Publishing  |  Release:  2015

Machine Learning with PySpark

Machine Learning with PySpark

by Pramod Singh

Build machine learning models, natural language processing applications, and recommender systems with PySpark to solve various business challenges. This book starts with the fundamentals of Spark and its evolution and then covers the entire spectrum of traditional machine learning algorithms along with natural language processing and reco...

Price:  $20.41  |  Publisher:  Apress  |  Release:  2019

Machine Learning with R, 3rd Edition

Machine Learning with R, 3rd Edition

by Brett Lantz

Machine learning, at its core, is concerned with transforming data into actionable knowledge. R offers a powerful set of machine learning methods to quickly and easily gain insight from your data.Machine Learning with R, Third Edition provides a hands-on, readable guide to applying machine learning to real-world problems. Whether you are ...

Price:  $35.99  |  Publisher:  Packt Publishing  |  Release:  2019

Machine Learning with PyTorch and Scikit-Learn

Machine Learning with PyTorch and Scikit-Learn

by Sebastian Raschka, Yuxi (Hayden) Liu, Vahid Mirjalili

Machine Learning with PyTorch and Scikit-Learn is a comprehensive guide to machine learning and deep learning with PyTorch. It acts as both a step-by-step tutorial and a reference you'll keep coming back to as you build your machine learning systems.Packed with clear explanations, visualizations, and examples, the book covers all the...

Price:  $35.99  |  Publisher:  Packt Publishing  |  Release:  2022

Machine Learning in Java, 2nd Edition

Machine Learning in Java, 2nd Edition

by AshishSingh Bhatia, Bostjan Kaluza

As the amount of data in the world continues to grow at an almost incomprehensible rate, being able to understand and process data is becoming a key differentiator for competitive organizations. Machine learning applications are everywhere, from self-driving cars, spam detection, document search, and trading strategies, to speech recognit...

Price:  $39.99  |  Publisher:  Packt Publishing  |  Release:  2018

Hands-On Machine Learning with Azure

Hands-On Machine Learning with Azure

by Thomas K Abraham, Parashar Shah, Jen Stirrup, Lauri Lehman, Anindita Basak

Implementing Machine learning (ML) and Artificial Intelligence (AI) in the cloud had not been possible earlier due to the lack of processing power and storage. However, Azure has created ML and AI services that are easy to implement in the cloud. Hands-On Machine Learning with Azure teaches you how to perform advanced ML projects in the c...

Price:  $36.50  |  Publisher:  Packt Publishing  |  Release:  2018

Next-Generation Machine Learning with Spark

Next-Generation Machine Learning with Spark

by Butch Quinto

Access real-world documentation and examples for the Spark platform for building large-scale, enterprise-grade machine learning applications.The past decade has seen an astonishing series of advances in machine learning. These breakthroughs are disrupting our everyday life and making an impact across every industry.Next-Generation Machine...

Price:  $26.41  |  Publisher:  Apress  |  Release:  2020

Deep Learning with Python, 2nd Edition

Deep Learning with Python, 2nd Edition

by Francois Chollet

Deep Learning with Python has taught thousands of readers how to put the full capabilities of deep learning into action. This extensively revised second edition introduces deep learning using Python and Keras, and is loaded with insights for both novice and experienced ML practitioners. You'll learn practical techniques that are easy...

Price:  $53.99  |  Publisher:  Manning  |  Release:  2021