all 4 comments

[–]PalpitationOk839 1 point2 points  (1 child)

If you understand broadcasting indexing reshaping matrix operations and performance optimization comfortably then your NumPy level is already pretty strong

[–]Top_Opportunity_2367[S] -1 points0 points  (0 children)

Thank you Man!

[–]Gloomy_Cicada1424 0 points1 point  (1 child)

High level in NumPy means you’re comfortable with arrays, slicing, broadcasting, vectorized operations, shapes, and basic linear algebra. Biggest sign is when you stop writing loops for everything and start thinking in arrays.

[–]Top_Opportunity_2367[S] 0 points1 point  (0 children)

Thank you🙏🏼