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Flagship projects

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  • MacroBase

    MacroBase is a new analytic monitoring engine designed to prioritize human attention in large-scale datasets and data streams.
  • Snorkel

    A system for rapidly creating, modeling, and managing training data, focused on accelerating the development of structured or “dark” data extraction applications for domains in which large labeled training sets are not available or easy to obtain.
  • Spatial

    A new Domain Specific Language for programming reconfigurable hardware from a parameterized, high level abstraction.
  • Weld

    A runtime for improving the performance of data-intensive applications. It optimizes across libraries and functions by expressing the core computations in libraries using a small common intermediate representation, similar to CUDA and OpenCL.
  • NoScope

    A system for querying videos at scale using neural networks and for accelerating neural network inference by over 1000× by exploiting model specialization and dynamic cascades.
  • DAWNBench

    A benchmark suite for end-to-end deep learning training and inference.
  • HyperMapper

    A multi-objective black-box optimization tool based on Bayesian Optimization.