20 years ago, I was doing computer engineering in Canada and neural networks were not sold as a dead end. It was made clear they were a very powerful tool.
Not neural networks in general, multilayer neural networks as they were called then ("deep" now). This was self-study but I did read widely on the topic and that was the general consensus.