Introduction to TensorFlow Lattice

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Maya Gupta, Seungil You and Jan Pfeifer introduce TensorFlow Lattice. TensorFlow Lattice is an open source project that provides a set of prebuilt TensorFlow Estimators that are easy to use, and TensorFlow operators to build your own lattice models. Lattices are multi-dimensional interpolated look-up tables that can approximate any input-output relationships in your data. Furthermore, TensorFlow Lattice provides a way to impose a monotonic input-output relationship (an input goes up, then the output goes up) and smooth regularizers including Laplacian, Torsion to help your model generalize better for unseen feature space.
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