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Machine Learning with Spark

You're reading from   Machine Learning with Spark Develop intelligent, distributed machine learning systems

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Product type Paperback
Published in Apr 2017
Publisher Packt
ISBN-13 9781785889936
Length 532 pages
Edition 2nd Edition
Languages
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Authors (2):
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Manpreet Singh Ghotra Manpreet Singh Ghotra
Author Profile Icon Manpreet Singh Ghotra
Manpreet Singh Ghotra
Rajdeep Dua Rajdeep Dua
Author Profile Icon Rajdeep Dua
Rajdeep Dua
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Toc

Table of Contents (13) Chapters Close

Preface 1. Getting Up and Running with Spark FREE CHAPTER 2. Math for Machine Learning 3. Designing a Machine Learning System 4. Obtaining, Processing, and Preparing Data with Spark 5. Building a Recommendation Engine with Spark 6. Building a Classification Model with Spark 7. Building a Regression Model with Spark 8. Building a Clustering Model with Spark 9. Dimensionality Reduction with Spark 10. Advanced Text Processing with Spark 11. Real-Time Machine Learning with Spark Streaming 12. Pipeline APIs for Spark ML

Using the recommendation model

Now that we have our trained model, we're ready to use it to make predictions.

ALS Model recommendations

Starting Spark v2.0, org.apache.spark.ml.recommendation.ALS modeling is a blocked implementation of the factorization algorithm that groups "users" and "products" factors into blocks and decreases communication by sending only one copy of each user vector to each product block at each iteration, and only for the product blocks that need that user's feature vector.

Here, we will load the rating data from the movies dataset where each row consists of a user, movie, rating, and a timestamp. We will then train an ALS model by default works on explicit preferences (implicitPrefs is false). We will evaluate...

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