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H2Oai GPU Edition

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I am working on feature selection using Genetic Algorithm (GA) with Random forest regression model (h2o4gpu.RandomForest Regressor). The number of estimators is 100, rest of the parameters are default. Here,...

We should add tests for saving and loading pickled models (something like what we already have for XGBoost) for all algorithms (pogs based, kmeans, tsvd, pca) to see if we...

![image](https://user-images.githubusercontent.com/2249614/39372716-08e0ead0-49fa-11e8-8d65-6bbae684d3d0.png)

enhancement

e.g. Few ways to get different errors for svd: 1) sudo mv /usr/local/cuda-9.0 /usr/local/asdf # temporarily, and then run make testquick 2) CUDA_VISIBLE_DEVICES= make testquick 3) Have cuda9.1 or some...

bug

Hi, I run benchmark from https://github.com/h2oai/h2o4gpu/blob/master/presentations/benchmarks.pdf I use 100 iterations, and different number of clusters. I see following picture Timetransfer | Fit on GPU time, H2O, seconds 1.38588 | 9.23817...

kmeans

For big data use cases we will need to figure out a parallelizable algo for tSVD. Ideally we want to be able to chunk the data per gpu/node. We can...

enhancement
tsvd

E.g. Currently test_tsvd_bench.py is done during all tests and (e.g.) kills my home system with only 32GB of system memory because it also uses sklearn. For tests we should only...

enhancement
critical
tsvd
kmeans