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Create a basic example on the 'titanic' dataset #15

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cweill opened this issue Jun 18, 2020 · 0 comments
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Create a basic example on the 'titanic' dataset #15

cweill opened this issue Jun 18, 2020 · 0 comments
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enhancement New feature or request P0 Highest priority.

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cweill commented Jun 18, 2020

Our first canonical example under https://github.com/googleinterns/nitroml/examples:

  • Benchmark should live in: nitroml/examples/titanic_benchmark.py
  • Uses the TFDSDataset to produce the titanic examples.
  • Uses AutoTransform to produce feature columns.
  • Includes a GenericTrainer using code defined in an nitroml/examples/auto_trainer.py (can be taken from the starter-project.
@cweill cweill added enhancement New feature or request P0 Highest priority. labels Jun 18, 2020
@cweill cweill self-assigned this Jun 18, 2020
@cweill cweill closed this as completed in e0ff9d1 Jun 19, 2020
cweill added a commit that referenced this issue Jun 26, 2020
…taset.

 * The dataset is provided by the nitroml.datasets.TFDSDataset.
 * Includes an auto_estimator_trainer.py example that can produce a DNNEstimator for a given schema.
 * Includes an `auto_transform.py` that automatically produces transformations.

Include a `nitroml.testing` package with utilities to help with end-to-end testing benchmarks.

Fixes #7 and fixes #15.

PiperOrigin-RevId: 317389169
cweill added a commit that referenced this issue Aug 20, 2020
Add example of benchmarking an AutoML pipeline on OpenML's Titanic dataset.

 * The dataset is provided by the nitroml.datasets.TFDSDataset.
 * Includes an auto_estimator_trainer.py example that can produce a DNNEstimator for a given schema.
 * Includes an `auto_transform.py` that automatically produces transformations.

Include a `nitroml.testing` package with utilities to help with end-to-end testing benchmarks.

Fixes #7 and fixes #15.
END_PUBLIC

PiperOrigin-RevId: 317389169
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