https://github.com/tensorflow/estimator
TensorFlow Estimator
https://github.com/tensorflow/estimator
Last synced: 2 months ago
JSON representation
TensorFlow Estimator
- Host: GitHub
- URL: https://github.com/tensorflow/estimator
- Owner: tensorflow
- License: apache-2.0
- Archived: true
- Created: 2018-07-31T20:55:45.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2024-01-23T18:29:10.000Z (almost 2 years ago)
- Last Synced: 2025-10-06T03:45:34.300Z (3 months ago)
- Language: Python
- Homepage: https://www.tensorflow.org/guide/estimators
- Size: 4.88 MB
- Stars: 300
- Watchers: 105
- Forks: 196
- Open Issues: 7
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Awesome Lists containing this project
README
-----------------
| **`Documentation`** |
|-----------------|
| [](https://www.tensorflow.org/api_docs/python/tf/estimator) |
TensorFlow Estimator is a high-level TensorFlow API that greatly simplifies machine learning programming.
Estimators encapsulate training, evaluation, prediction, and exporting for your model.
## Getting Started
See our Estimator
[getting started guide](https://www.tensorflow.org/guide/estimator) for an
introduction to the Estimator APIs.
## Installation
`tf.estimator` is installed when you install the TensorFlow pip package. See
[Installing TensorFlow](https://www.tensorflow.org/install) for instructions.
## Developing
If you want to build TensorFlow Estimator locally, you will need to
[install Bazel](https://docs.bazel.build/versions/master/install.html) and
[install TensorFlow](https://www.tensorflow.org/install/pip).
```sh
# To build TensorFlow Estimator whl file.
bazel build //tensorflow_estimator/tools/pip_package:build_pip_package
bazel-bin/tensorflow_estimator/tools/pip_package/build_pip_package /tmp/estimator_pip
# To run all Estimator tests
bazel test //tensorflow_estimator/...
```
## Contribution guidelines
If you want to contribute to TensorFlow Estimator, be sure to review the [contribution
guidelines](CONTRIBUTING.md).
**Note that this repository is included as a component of the main TensorFlow
package, and any issues encountered while using Estimators should be filed under
[TensorFlow GitHub Issues](https://github.com/tensorflow/tensorflow/issues),
as we do not separately track issues in this repository. You can link this
repository in any issues created as necessary.**
Please see
[TensorFlow Discuss](https://groups.google.com/a/tensorflow.org/forum/#!forum/discuss) for general questions
and discussion and please direct specific questions to
[Stack Overflow](https://stackoverflow.com/questions/tagged/tensorflow).
## License
[Apache License 2.0](LICENSE)