4/6/2016 9:30-11:00 Tutorial at NVIDIA GPU Technology Conference: “BIDMach Machine Learning Toolkit”
3/29/2016: Talk on “BIDMach on Spark: Machine Learning at the Outer Limits”, Strata-Hadoop World, 2016.
3/18/2015: Tutorial at NVIDIA GPU Technology Conference: “Extending the Limits of Machine Learning with GPUs” 9:30-10:50 AM
3/11/2015: Talk on “Machine Learning at the Limit” at SF Machine Learning + Big Data Meetup. Alpine Data labs, 1550 Bryant Street, San Francisco, 7 PM.
2/18/2105 “High performance machine learning through codesign and rooflining” talk presented at Strata+Hadoop World 2015.
8/16/2014 Here’s a recent talk on youtube at the Silicon Valley Machine Learning meetup.
Welcome to the BID Data Project! Here you will find resources for the fastest Big Data tools on the Web. See our Benchmarks on github. BIDMach running on a single GPU-equipped host holds the records for many common machine learning problems, on single nodes or clusters.
Try It! BIDMach is an interactive environment designed to make it extremely easy to build and use machine learning models. BIDMach runs on Linux, Windows 7&8, and Mac OS X, and we have a pre-loaded Amazon EC2 instance. See the instructions in the Download Section.
Develop with it. BIDMach includes core classes that take care of managing data sources, optimization and distributing data over CPUs or GPUs. It’s very easy to write your own models by generalizing from the models already included in the Toolkit.
Explore. Our Publications Section includes published reports on the project, and the topics of forthcoming papers.
Contribute. BIDMach includes many popular machine learning algorithms. But there is much more work to do. In progress we have Random Forests, extremely fast Gibbs samplers for Bayesian graphical models, distributed Deep Learning networks, and graph algorithms. Ask us for an unpublished report on these topics.