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Implementations of Quantile Regression

Jupyter Notebook 93.73% Python 6.27%

quantile-regression-tensorflow's Introduction

Deep Quantile Regression Implementations

Based on strongio/quantile-regression-tensorflow, and with the following expansions:

  1. Use the example dataset from the scikit-learn example.
  2. The TensorFlow implementation is mostly the same as in strongio/quantile-regression-tensorflow.
  3. Add a LightGBM "quantile" objective example (and a scikit-learn GBM example for comparison) based on this Github issue.
  4. Add a Pytorch implementation.

Dockerfile

The accompanied Dockerfile contains all the dependencies needed to reproduce the results.

quantile-regression-tensorflow's People

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