April 2024
Intermediate to advanced
264 pages
6h 10m
English
Content preview from Machine Learning Q and AI
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4THE LOTTERY TICKET HYPOTHESIS
What is the lottery ticket hypothesis, and, if it holds true, how is it useful in practice?
The lottery ticket hypothesis is a concept in neural network training that posits that within a randomly initialized neural network, there exists a subnetwork (or “winning ticket”) that can, when trained separately, achieve the same accuracy on a test set as the full network after being trained for the same number of steps. This idea was first proposed by Jonathan Frankle and Michael Carbin in 2018.
This chapter illustrates the lottery hypothesis step by step, then goes over weight pruning, one of the key techniques to create ...
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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.