January 2019
Intermediate to advanced
390 pages
9h 16m
English
Content preview from Hands-On Artificial Intelligence for IoT
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The genetic algorithm
Let's now learn how can we implement the genetic algorithm. This method was developed by John Holland in 1975. It was shown that it can be used to solve an optimization problem by his student Goldberg, who used genetic algorithms to control gas pipeline transmission. Since then, genetic algorithms have remained popular, and have inspired various other evolutionary programs.
To apply genetic algorithms to solving optimization problems using the computer, as the first step we will need to encode the problem variables into genes. The genes can be a string of real numbers or a binary bit string (series of 0s and 1's). This represents a potential solution (individual) and many such solutions together form the population at ...
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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.