February 2018
Intermediate to advanced
378 pages
10h 14m
English
Content preview from Machine Learning with Swift
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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.
Debugging and visualization
When our usual code has a bug, it either doesn't work or works in the wrong way. When ML code has a bug, it often continues working but just degrades in quality. Because machine learning algorithms can be extremely complex, good debugging and visualization tools are of extreme value. For TensorFlow for example, such a tool is TensorBoard, which allows exploring model graphs, weight distributions, loss charts, and so on.
For now, humanity has not invented a better way to understand data than to visualize it. Often, 10 minutes of writing code for visualization lead to more insights than hours of debugging on a console. As Prof. Ben Shneiderman from the University of Maryland once noted in his talk:
"Statistics without ...
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