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Machine Learning with Spark

Machine Learning with Spark - Second Edition

By : Dua, Ghotra
3 (9)
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Machine Learning with Spark

Machine Learning with Spark

3 (9)
By: Dua, Ghotra

Overview of this book

This book will teach you about popular machine learning algorithms and their implementation. You will learn how various machine learning concepts are implemented in the context of Spark ML. You will start by installing Spark in a single and multinode cluster. Next you'll see how to execute Scala and Python based programs for Spark ML. Then we will take a few datasets and go deeper into clustering, classification, and regression. Toward the end, we will also cover text processing using Spark ML. Once you have learned the concepts, they can be applied to implement algorithms in either green-field implementations or to migrate existing systems to this new platform. You can migrate from Mahout or Scikit to use Spark ML. By the end of this book, you will acquire the skills to leverage Spark's features to create your own scalable machine learning applications and power a modern data-driven business.
Table of Contents (13 chapters)
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Summary

In this chapter, we covered the various classification models available in Spark MLlib, and we saw how to train models on input data, and how to evaluate their performance using standard metrics and measures. We also explored how to apply some of the techniques previously introduced to transform our features. Finally, we investigated the impact of using the correct input data format or distribution on model performance, and we also saw the impact of adding more data to our model, tuning model parameters and implementing cross-validation.

In the next chapter, we will take a similar approach to delve into MLlib's regression models.

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Machine Learning with Spark
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