Learn (contrib)

[TOC]

High level API for learning with TensorFlow.

Estimators

Train and evaluate TensorFlow models.

tf.contrib.learn.BaseEstimator
tf.contrib.learn.Estimator
tf.contrib.learn.Trainable
tf.contrib.learn.Evaluable
tf.contrib.learn.KMeansClustering
tf.contrib.learn.ModeKeys
tf.contrib.learn.ModelFnOps
tf.contrib.learn.MetricSpec
tf.contrib.learn.PredictionKey
tf.contrib.learn.DNNClassifier
tf.contrib.learn.DNNRegressor
tf.contrib.learn.DNNLinearCombinedRegressor
tf.contrib.learn.DNNLinearCombinedClassifier
tf.contrib.learn.LinearClassifier
tf.contrib.learn.LinearRegressor
tf.contrib.learn.LogisticRegressor

Distributed training utilities

tf.contrib.learn.Experiment
tf.contrib.learn.ExportStrategy
tf.contrib.learn.TaskType

Graph actions

Perform various training, evaluation, and inference actions on a graph.

tf.train.NanLossDuringTrainingError
tf.contrib.learn.RunConfig
tf.contrib.learn.evaluate
tf.contrib.learn.infer
tf.contrib.learn.run_feeds
tf.contrib.learn.run_n
tf.contrib.learn.train

Input processing

Queue and read batched input data.

tf.contrib.learn.extract_dask_data
tf.contrib.learn.extract_dask_labels
tf.contrib.learn.extract_pandas_data
tf.contrib.learn.extract_pandas_labels
tf.contrib.learn.extract_pandas_matrix
tf.contrib.learn.infer_real_valued_columns_from_input
tf.contrib.learn.infer_real_valued_columns_from_input_fn
tf.contrib.learn.read_batch_examples
tf.contrib.learn.read_batch_features
tf.contrib.learn.read_batch_record_features

Export utilities

tf.contrib.learn.build_parsing_serving_input_fn
tf.contrib.learn.ProblemType