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After less than a minute, the genetic algorithm reached a near-perfect solution that makes a complete trip around the U. But worry not, for I created a second road trip just for you! Note: Again, there’s an extra stop in Cleveland to force the route between New Hampshire and Michigan to stay in the U. But really, Cleveland is a nice city to stop in (ranked #53 on Trip Advisor).
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If we’re willing to accept that we don’t need the route between all of the landmarks, then we can turn to smarter techniques such as genetic algorithms to find a solution that’s good enough for our purposes. If you’re able to drive through Canada without issue, then take the direct route through Canada instead.
Instead of exhaustively looking at every possible solution, genetic algorithms start with a handful of random solutions and continually tinkers with these solutions — always trying something slightly different from the current solutions and keeping the best ones — until they can’t find a better solution any more. Note: There’s an extra stop in Cleveland to force the route between Vermont and Michigan to stay in the U. Assuming no traffic, this road trip will take about 224 hours (9.33 days) of driving in total, so it’s truly an epic undertaking that will take at least 2-3 months to complete. on this trip, and as an added bonus, you won’t spend too long driving through the endless corn fields of Nebraska.
The traveling salesman problem is so notoriously difficult to solve that even xkcd poked fun at it: Clearly, we need a smarter solution if we want to take this epic road trip in our lifetime.
I hope this article convinced you that machine learning can play a crucial role in that planning phase and save you a ton of time along the way.
You need a time out from your difficult, sexless or loveless marriage.With 50 landmarks to put in order, we would have to exhaustively evaluate 3 x 10 years — long after the Sun has entered its red giant phase and devoured the Earth.This complication is why Google Map’s route optimization service only optimizes routes of up 10 waypoints, and the best free route optimization service only optimizes 20 waypoints unless you pay them a lot of money to dedicate some bigger computers to it.With the list of landmarks in hand, the next step was to find the “true” distance between all of the landmarks by car.Since we can’t just drive a straight line between every landmark — driving by car has this pesky limitation of having to stay on roads — we needed to find the shortest route between every landmark.I’ve included a visualization of a genetic algorithm solving a similar routing problem below. The best part is that this road trip is designed so that you can start anywhere on the route as long as you follow it from then on. Here’s the Google Maps of the route:       (Note that Google maps itself only allows 10 waypoints to be routed at a time, hence why there’s multiple Maps links.) Here’s the full list of landmarks in order: If you’re more of a city slicker, the road trip above may not look very appealing to you because it involves spending a lot of time outdoors. If you’re able to drive through Canada without issue, then take the direct route through Canada instead.