Also not an expert but I can imagine that models with a lot of binary and/or non-linear variables will work much better with genetic algorithms. In other words,

Also not an expert but I can imagine that models with a lot of binary and/or non-linear variables will work much better with genetic algorithms. In other words, genetic algorithms are strictly more powerful than linear regression.