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H2Oai GPU Edition

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* There're a few copies of train dataset on GPU(CSC, CSR, COO sparse matrices). At least RMSE can be computed directly from CSC or CSR. * https://github.com/h2oai/h2o4gpu/pull/729

enhancement
factorization

* add support of double, float16 and mixed precision(original data in float32 computation in float16 and so on) * https://github.com/h2oai/h2o4gpu/pull/729

enhancement
factorization

Improvement of https://github.com/h2oai/h2o4gpu/pull/729

enhancement
factorization

### Description After using the Gensim and PySpark LDA implementations, this is definitely an algorithm which could offer massive gains if developed for the GPU. For reference, the SciKit-Learn implementation...

feature request

Add a devel docker image (first for GPU, then for CPU when CPU only builds work). Like the jenkins one but also fetching and building the repo automatically.

build
community

Forcing torando to version known to work

This is still WIP, for early review. TODOs: 1. Make the algorithm work as expected. 2. Add proper tests. 3. Make the algorithm work with k-means. 4. Factor out operations....

Initial implementation of field-aware factorization machines. Based on these 2 whitepapers: * https://arxiv.org/pdf/1701.04099.pdf * https://www.csie.ntu.edu.tw/~cjlin/papers/ffm.pdf And the following repositories: * https://github.com/guestwalk/libffm (original impl) * https://github.com/alexeygrigorev/libffm-python (Python interfact for it) *...

- **OS platform, distribution and version (e.g. Linux Ubuntu 16.04)**: Ubuntu 16.04.5 LTS (GNU/Linux 4.4.0-62-generic x86_64) - **Installed from (source or binary)**: Conda - **Version**: 0.3.0.9999 - **Python version (optional)**:...

Please do not use issues to ask questions. For questions use either [StackOverflow](https://stackoverflow.com/questions/tagged/h2o4gpu) (`h2o4gpu` tag) or [Gitter](https://gitter.im/h2oai/h2o4gpu?utm_source=share-link&utm_medium=link&utm_campaign=share-link). GitHub issues are used for: * Bug reporting. * Feature/enhancement requests and discussion....