Jonathan Striebel
Jonathan is a senior ML software engineer at Aignostics in Berlin, Germany. He works on machine-learning pipelines for medical image analysis, ensuring scalability and maintainability.
Session
07-11
10:30
45min
Profile, Optimize, Repeat: One Core Is All You Need™
Jonathan Striebel, Valentin Nieper
Your data analysis pipeline works. Nice!
Could it be faster? Probably.
Do you need to parallelize? Not yet.
Discover optimization steps that boost the performance of your data analysis pipeline on a single core, reducing time & costs.
This walkthrough shows tools to identify bottlenecks via profiling, and strategies to mitigate those, demonstrating them in an example. To improve our memory and runtime performance we will use numpy, numba jit-ing and pybind11 extensions.
PyData: Data Engineering
Terrace 2A