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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 for an introduction to the Estimator APIs.
Installation
tf.estimator is installed when you install the TensorFlow pip package. See Installing TensorFlow for instructions.
Developing
If you want to build TensorFlow Estimator locally, you will need to
install Bazel and
install TensorFlow.
# 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.
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,
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 for general questions
and discussion and please direct specific questions to
Stack Overflow.