September 2024
Intermediate to advanced
406 pages
10h 48m
English
Content preview from In-Memory Analytics with Apache Arrow - Second Edition
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9
Using Arrow with Machine Learning Workflows
We just covered how to use Arrow Database Connectivity (ADBC), which provides a highly efficient way to interact with a multitude of data sources. In this chapter, we’ll dip into a way to use that data: machine learning (ML). It’s not just a buzzword– ML is frequently utilized for pattern recognition, data-driven decision-making, and generative artificial intelligence (GenAI) systems. It might be a controversial opinion, but at its core, ML workflows are just a specialized form of a standard data pipeline. As a result, where there’s data processing, there’s the opportunity for Arrow to be extremely useful!
Whether you’re doing feature engineering, model training, preprocessing, or otherwise, many ...
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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.