tensorflow/lattice
TensorFlow Lattice is a library that implements lattice based models which are fast-to-evaluate and interpretable (optionally monotonic) models, also known as interpolated look-up tables. It includes a collection of TensorFlow Lattice Estimators, which you can use like any TensorFlow Estimator, and it also includes lattices and piecewise linear calibration as layers that can be composed into custom models. Note that TensorFlow Lattice is not an official Google product. A lattice is an interpolated look-up table that can approximate arbitrary input-output relationships in your data. It overlaps a regular grid on your input space, and it learns values for the output in the vertices of the grid.
Oct-16-2017, 23:20:06 GMT
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