Scalinglogisticregression
A quick summary of Scalinglogisticregression
- Logistic regression normally is amazing in Python through statsmodels -> Logit
- This paper shows a 100x speedup using the GPU vs. CPU
- Hyperlearn uses CUDA to speed up Sklearn operations. Limited
- This paper uses OpenCL to do logistic regression on GPU (Code here)
- RAPIDS cares a lot about this stuff, has lots of libraries (including networks), and has all kinds of regression, classification, etc. including logistic regression.
- This was "incubated by NVIDIA," seems really useful
- It's hard to set up, probably best to use a prebuilt AMI