> * A PhD in Denmark is a bit special, in that it is very short (essentially limited to 3 years) and thus has a slightly different scope.
I think 3-4 years is the norm in most countries where you do a (two-years) master's before you do a PhD.
thanks for chipping in
> try to keep the feedback loops short
Yes, just as it is almost mantra for startups, I agree that this is extremely important as well from my not so smooth experience so far. I think its also what makes DL kind of hard as well, experiments can take a long time to run depending on access to hardware.
The trick is of course that there are several ways to approach this: you can develop more flexible tools, become more independent in the lab (if you have lab work), learn more theory, learn more tools, buy more compute power, pick easy problems etc.
Another angle I have thought about (and learned the hard way), is that there is a big difference between research and development. My topic is closely related to engineering and thus it is sometimes attractive to want to "solve a problem". Unfortunately, many measures of "good research" supposes a relevant application, but "solving a problem" is much more difficult than "understanding a problem". The understanding truly has to come first.
Also, these two pieces of advice (Short learning feedback; focus on understanding not solving), are not guarantees to produce "groundbreaking" research. In the end, the most important product of a PhD education is you and the skills you develop.
* A PhD in Denmark is a bit special, in that it is very short (essentially limited to 3 years) and thus has a slightly different scope.