August 2025
Beginner
236 pages
7h 51m
English
Content preview from Machine Learning and AI for Absolute Beginners
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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.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.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.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.
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ENSEMBLE MODELING
When making important decisions, we generally prefer to collate multiple opinions as opposed to listening to a single perspective or the first person to voice their opinion. Similarly, it’s important to consider and trial more than one algorithm to find the best model for your data. In advanced machine learning, it can even be advantageous to combine algorithms or models using a method called ensemble modeling, which amalgamates outputs to build a unified prediction model. By combining the output of different models (instead of relying on a single estimate), ensemble modeling helps to build a consensus on the meaning of the data. Aggregated estimates are also generally more accurate than any one technique. It’s ...
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