July 2016
Intermediate to advanced
392 pages
9h 38m
English
Content preview from Smarter Decisions - The Intersection of Internet of Things and Decision ScienceBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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Building predictive model for the use case
So far, we have defined the problem and designed the approach. We explored the data and studied the patterns across a variety of parameters captured through the sensors. We then engineered the data and created a couple of features that depict the day-level activities in an enriched dimension. We now have the data with multiple predictors and the dependent variable outcome (created by taking a lead operation on the flag, that is, indicator whether there was a power outage the next day).
We are challenged with the vanilla classification problem with a binary outcome, that is, 1 and O.
Note
As a part of the modeling exercise, we need to explore in depth the variables for the classification model, study correlation, ...
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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.