large-scaleclassificati...
GPU-AcceleratedPrimalLearningforExtremelyFast Large-ScaleClassification: SupplementaryMaterial
A binary logistic regression classifier was implemented inPyTorch (v1.4.0 ) and trained over the rcv1 dataset to illustrate the speed ups possible using a GPU (Nvidia Tesla V100) versus only multithreading (24 CPU threads using an Intel Xeon Gold 5118). Speedups were tested for both batch gradient descent (with a 0.001 learning rate) andL-BFGS.
Country: North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.05)
Genre:
- Research Report > New Finding (0.57)
- Research Report > Experimental Study (0.57)
Technology: Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Regression (0.92)