good examples of functional-like python code that one can study?

1. jax

   1 92 35,760 10.0 Python

   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

   

   thinc - defining neural nets in functional way jax, a new deep learning framework puts emphasis on functions rather than tensors, I've tested it for a couple of applications and it's really cool, you can write stuff like you'd write math expressions in papers using numpy. That speeds up development significantly, and makes code much more readable

2. SaaSHub

   www.saashub.com featured

   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

3. Coconut

   2 31 4,338 6.1 Python

   Simple, elegant, Pythonic functional programming.

   

   If you want to do FP style programming in Python you technically can, but it's been made to make the whole thing less pleasant and the language and community continues to reflect that. It would make more sense to try using something like Coconut, which is to Python what Scala is to Java: essentially a superset of the language that works in the same ecosystem. Or use an entirely different language like F# or OCaml, but that's a bigger jump than going from Python to Coconut.

4. thinc

   3 5 2,889 7.5 Python

   🔮 A refreshing functional take on deep learning, compatible with your favorite libraries

   

   thinc - defining neural nets in functional way jax, a new deep learning framework puts emphasis on functions rather than tensors, I've tested it for a couple of applications and it's really cool, you can write stuff like you'd write math expressions in papers using numpy. That speeds up development significantly, and makes code much more readable

5. pfun

   4 3 157 6.5 Python

   Functional, composable, asynchronous, type-safe Python.

   

   Another examples: pfun - stuff you'd find in FP language, but in Python (like using monads for effects)

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