Trainer

E457347
TFX component TensorFlow Extended component

Trainer is a TensorFlow Extended component responsible for training machine learning models within end-to-end ML pipelines.

Try in SPARQL Jump to: Statements Referenced by

Statements (48)

Predicate Object
instanceOf TFX component ⓘ
TensorFlow Extended component ⓘ
canBeOrchestratedBy Apache Airflow NERFINISHED ⓘ
Kubeflow Pipelines NERFINISHED ⓘ
Vertex AI Pipelines NERFINISHED ⓘ
canUse custom training loops ⓘ
tf.estimator API ⓘ
tf.keras API NERFINISHED ⓘ
configuredBy RunFn ⓘ
Trainer component configuration ⓘ
TrainerArgs ⓘ
documentationURL https://www.tensorflow.org/tfx/guide/trainer ⓘ
executes metric logging ⓘ
model checkpointing ⓘ
training loop ⓘ
hasRole model training component ⓘ
implementedIn Python NERFINISHED ⓘ
input Example artifacts ⓘ
Hyperparameters ⓘ
Schema artifacts ⓘ
TransformGraph artifacts ⓘ
integratesWith Evaluator ⓘ
ExampleGen NERFINISHED ⓘ
Pusher NERFINISHED ⓘ
Transform ⓘ
Tuner ⓘ
license Apache License 2.0 ⓘ
maintainedBy TensorFlow team NERFINISHED ⓘ
output Model artifacts ⓘ
ModelEvaluation artifacts ⓘ
SavedModel ⓘ
partOf TFX pipeline NERFINISHED ⓘ
TensorFlow Extended NERFINISHED ⓘ
requires data input function ⓘ
model definition ⓘ
user-defined training function ⓘ
supports GPU acceleration ⓘ
TPU acceleration ⓘ
distributed training ⓘ
hyperparameter tuning ⓘ
warm-starting models ⓘ
supportsFramework Keras NERFINISHED ⓘ
TensorFlow NERFINISHED ⓘ
usedFor deep learning model training ⓘ
supervised learning model training ⓘ
training machine learning models ⓘ
usedIn end-to-end ML pipelines ⓘ
production ML pipelines ⓘ

Referenced by (1)

Full triples — surface form annotated when it differs from this entity's canonical label.

TensorFlow Extended → hasComponent → Trainer ⓘ