April 2017
Intermediate to advanced
532 pages
12h 39m
English
book
Machine Learning with Spark - Second Edition
by Rajdeep Dua, Brian O'Neill, Stephen Boesch, Manpreet Singh Ghotra, Nick Pentreath
Content preview from Machine Learning with Spark - Second Edition
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Machine learning pipeline with an example
As discussed in the previous sections, one of the biggest features in the new ML library is the introduction of the pipeline. Pipelines provide a high-level abstraction of the machine learning flow and greatly simplify the complete workflow.
We will demonstrate the process of creating a pipeline in Spark using the StumbleUpon dataset.
The dataset used here can be downloaded from http://www.kaggle.com/c/stumbleupon/data.
Download the training data (train.tsv)--you will need to accept the terms and conditions before downloading the dataset. You can find more information about the competition at http://www.kaggle.com/c/stumbleupon.
Here is a glimpse of the StumbleUpon dataset stored as a temporary table ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.