August 2017
Beginner to intermediate
340 pages
8h 42m
English
Content preview from Mastering Machine Learning with Spark 2.x
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The dataset
Upon releasing their findings to the scientific community in 2012, researchers later made the data public from the LHC experiments where they observed - and identified - a signal which is indicative of the Higgs-Boson particle. However, amidst the positive findings is a lot of background noise which causes an imbalance within the dataset. Our task as data scientist is to build a machine learning model which can accurately identify the Higgs-Boson particle from background noise. Already, you should be thinking about how this question is phrased which would be indicative of binary classification (that is, is this example the Higgs-Boson versus background noise?).
You can download the dataset from https://archive.ics.uci.edu/ml/datasets/HIGGS ...
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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.