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github.com/they4kman/experimentation/machine-learning/genetic-algorithms
Execute python genetic_expr_ui.py
to get a graphical interface.
Description: a number is randomly chosen, and the aim of the program is to drum up a simple arithmetic equation using only addition, subtraction, multiplication, and division of a number of components less than 10. For instance, for the number 184, a solution might be 6*7*4+1-5+8+7+5
.
To find its solutions, the program begins with a population of 30 "chromosomes", each consisting of 30 "genes" representing digits or operators. At each step, two chromosomes are chosen at random-ish. We roll a die to see if we should crossover them, which is to swap their bits around a random bit
The program defines a simple language with characters defined as 4-bit nibbles:
Index | Binary | Character |
---|---|---|
0 | 0000 | 0 |
1 | 0001 | 1 |
2 | 0010 | 2 |
3 | 0011 | 3 |
4 | 0100 | 4 |
5 | 0101 | 5 |
6 | 0110 | 6 |
7 | 0111 | 7 |
8 | 1000 | 8 |
9 | 1001 | 9 |
10 | 1010 | + |
11 | 1011 | - |
12 | 1100 | * |
13 | 1101 | / |
14 | 1110 | Invalid |
15 | 1111 | Invalid |
These are called genes. A chromosome is a list of genes. In the demonstration, we use chromosomes with 30 genes.
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