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Machine Learning with Spark. - Second Edition

You're reading from  Machine Learning with Spark. - Second Edition

Product type Book
Published in Apr 2017
Publisher Packt
ISBN-13 9781785889936
Pages 532 pages
Edition 2nd Edition
Languages
Authors (2):
Rajdeep Dua Rajdeep Dua
Profile icon Rajdeep Dua
Manpreet Singh Ghotra Manpreet Singh Ghotra
Profile icon Manpreet Singh Ghotra
View More author details
Toc

Table of Contents (13) Chapters close

Preface 1. Getting Up and Running with Spark 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 classification models

We now have four models trained on our input labels and features. We will now see how to use these models to make predictions on our dataset. For now, we will use the same training data to illustrate the predict method of each model.

Generating predictions for the Kaggle/StumbleUpon evergreen classification dataset

We will use our logistic regression model as an example (the other models are used in the same way):

val dataPoint = data.first 
val prediction = lrModel.predict(dataPoint.features)

The following is the output:

prediction: Double = 1.0  

We saw that, for the first data point in our training dataset, the model predicted a label of 1 (that is, evergreen). Let's examine the true label for this data point.

val trueLabel ...
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