September 2016
Beginner to intermediate
344 pages
7h 44m
English
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MLlib and the Pipeline API
Let us first learn some Spark fundamentals to be able to perform the machine learning operations on it. We will discuss the MLlib and the pipeline API in this section.
MLlib
MLlib is the machine learning library built on top of Apache Spark which homes most of the algorithms that can be implemented at scale. The seamless integration of MLlib with other components such as GraphX, SQL, and Streaming provides developers with an opportunity to assemble complex, scalable, and efficient workflows relatively easily. The MLlib library consists of common learning algorithms and utilities including classification, regression, clustering, collaborative filtering, and dimensionality reduction.
MLlib works in conjunction with the
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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.