I learned that neural nets research requires serious math knowledge, so that's what I'm working on currently. One fun project to start learning about NNs is a balancing pole problem. There are solutions in various languages.

Yes, for some problems it might be faster and better to code logic yourself, but there are also tasks (such as pattern recognition) where NNs might be more effective.