Preprocessing Layers and tools

FeatureSpace

tf.keras.utils.FeatureSpace

keras - notebooks

keras-io/examples/structured_data/ipynb/structured_data_classification_with_feature_space.ipynb

StringLookup (one_hot)

tf.keras.layers.StringLookup

keras - notebooks

keras-io/guides/ipynb/preprocessing_layers.ipynb

tensorflow - notebooks docs/site/en/tutorials/load_data/pandas_dataframe.ipynb

docs-l10n/site/en-snapshot/guide/keras/preprocessing_layers.ipynb

docs/site/en/guide/migrate/migrating_feature_columns.ipynb

Google Cloud Platform - notebooks

vertex-ai-samples/notebooks/community/experiments/

• vertex_ai_model_experimentation.ipynb

vertex-pipelines-end-to-end-samples/

• pipelines/pipelines/tensorflow/training/pipeline.py

• pipelines/pipelines/components.py

• pipeline_components/_tensorflow/_tensorflow/train/component.py

asl-ml-immersion/notebooks/end-to-end-structured/

• 4b_keras_dnn_babyweight.ipynb - lab, sol

• 4c_keras_wide_and_deep_babyweight.ipynb - lab, sol

• 5a_train_keras_vertex_babyweight.ipynb - lab, sol

Discretization

tf.keras.layers.Discretization

tensorflow - notebooks

recommenders/docs/examples/

• context_features.ipynb

• deep_recommenders.ipynb

• featurization.ipynb

federated/docs/tutorials/tuning_recommended_aggregators.ipynb

Google Cloud Platform - notebooks

asl-ml-immersion/notebooks/

• building_production_ml_systems/

  • 1_training_at_scale_vertex.ipynb - lab, sol

  • 2_hyperparameter_tuning_vertex.ipynb - lab, sol

  • taxifare/trainer/model.py

• end-to-end-structured

  • 4c_keras_wide_and_deep_babyweight.ipynb - lab, sol

  • 5a_train_keras_vertex_babyweight.ipynb - lab, sol

• introduction_to_tensorflow/4_keras_functional_api.ipynb - lab, sol

• feature_engineering/4_keras_adv_feat_eng.ipynb - lab, sol

training-data-analyst/courses/machine_learning/deepdive2/

• introduction_to_tensorflow/original_1_training_at_scale_vertex.ipynb - lab, sol

• recommendation_systems/featurization.ipynb - lab, sol

Hashing

tf.keras.layers.Hashing

tensorflow - notebooks

recommenders/docs/examples/featurization.ipynb

docs-l10n/site/en-snapshot/guide/keras/preprocessing_layers.ipynb

Google Cloud Platform - notebooks

training-data-analyst/courses/machine_learning/deepdive2/

• recommendation_systems/featurization.ipynb - lab, sol

HashedCrossing

tf.keras.layers.HashedCrossing

TextVectorization

tf.keras.layers.TextVectorization

tensorflow - notebooks

docs/site/en/tutorials/

• distribute/

  • dtensor_ml_tutorial.ipynb

  • parameter_server_training.ipynb

• keras/text_classification.ipynb

• load_data/text.ipynb

• text/

  • image_captioning.ipynb

  • warmstart_embedding_matrix.ipynb

  • word2vec.ipynb

text/docs/

• guide

  • word_embeddings.ipynb

• tutorials/

  • nmt_with_attention.ipynb

  • text_classification_rnn.ipynb

recommenders/docs/examples/

• context_features.ipynb

• deep_recommenders.ipynb

• featurization.ipynb

docs-l10n/site/en-snapshot/guide/keras/preprocessing_layers.ipynb

Google Cloud Platform - notebooks

asl-ml-immersion/notebooks/

• multi_modal/image_captioning.ipynb - lab, sol

• text_models/

  • load_text.ipynb - lab, sol

  • keras_for_text_classification.ipynb - lab, sol

  • keras_for_text_classification_tokenizer.ipynb - lab, sol

  • word2vec.ipynb - lab, sol (prep)

training-data-analyst/courses/machine_learning/deepdive2/

• machine_learning_in_the_enterprise/comparing_local_trained_models.ipynb - lab, sol

• production_ml/comparing_local_trained_models.ipynb - lab, sol

• recommendation_systems/featurization.ipynb - lab, sol (prep)

• text_classification/

  • word_embeddings.ipynb - lab, sol (prep)

  • word2vec.ipynb - lab, sol (prep)

vertex-ai-samples/notebooks/official/sdk/

• SDK_Custom_Training_Python_Package_Managed_Text_Dataset_Tensorflow_Serving_Container.ipynb - notebook (prep)

vertex-ai-samples/community-content/

• vertex_training_with_local_mode_container.ipynb - notebook