Most ML development is done in Python to my knowledge. The reason is mostly the readily available side packages like torch, scikit-learn, etc. And Python, although not constructed as such, does indeed support a functional style. A quick search revealed a HowTo:

https://docs.python.org/3/howto/functional.html

Appreciate the KISS perspective.

For me, the project management features of a forge are extremely helpful. Setting milestones, assigning issues to them, defining timelines and regularly reiterating the planning has proven to accelerate our work as a team significantly. This experience refers to huge code bases (climate models) and medium to large team sizes, though. And probably also my bad memory 😵‍💫

I suppose it’s always good, though, to evaluate how much management a code will actually need in the end, and what tools correspond to that need.

That’s a great recommendation, thanks! The pay per use model seems very fair and I like their approach to sustainability matters very much.

Thanks! Will have a look