How can I speed up my slow Python code?

How can I speed up my slow Python code?

There are several strategies you can use to optimize your Python code. Can you share what specific code or functions are running slowly?

I'm using a nested loop to process a large dataset, and it's taking forever.

Nested loops can be quite slow, especially with large datasets. Have you considered using list comprehensions or libraries like NumPy for better performance?

I haven't tried that yet. How would I implement NumPy in my code?

You can start by installing NumPy with pip install numpy. Then, you can replace your nested loops with NumPy array operations, which are much faster.

That sounds promising! I'll give it a try. Any other tips?

Make sure to also profile your code using tools like cProfile to identify bottlenecks. This can help you focus your optimization efforts.