TF Libraries & extensions

tensorflow_data_validation

tensorflow - notebooks

tfx/docs/tutorials/data_validation/tfdv_basic.ipynb

GoogleCloudPlatform - notebooks

vertex-ai-samples/notebooks/official/model_monitoring/batch_prediction_model_monitoring.ipynb

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

• tfdv_basic_spending.ipynb - lab, sol

• tfdv_advanced_taxi.ipynb - lab, sol

asl-ml-immersion/notebooks/tfx_pipelines/walkthrough/

• tfx_walkthrough_vertex.ipynb - lab, sol

mlops-with-vertex-ai/01-dataset-management.ipynb

vertex-pipelines-end-to-end-samples/pipelines/schema_creation.ipynb

mfg-ml-examples/notebooks/1_tool_wear_train.ipynb

vertex-ai-samples/notebooks/community/ml_ops/

• stage1/

  • get_started_dataflow.ipynb

  • get_started_vertex_datasets.ipynb

  • mlops_data_management.ipynb

• stage2/

  • mlops_experimentation.ipynb

• stage3/

  • get_started_with_tfx_pipeline.ipynb

  • get_started_with_bq_tfdv_pipeline_components.ipynb

  • mlops_formalization.ipynb

mlops-on-gcp/workshops/tfx-caip-tf23/

• lab-01-tfx-walkthrough - lab, sol

• lab-04-tfx-metadata - lab, sol

tensorflow_text

tensorflow - notebooks

docs/site/en/tutorials/

• load_data/text.ipynb

• text/image_captioning.ipynb

text/docs/guide/

• bert_preprocessing_guide.ipynb

• subwords_tokenizer.ipynb

• text_tf_lite.ipynb

• tokenizers.ipynb

text/docs/tutorials/

• bert_glue.ipynb

• classify_text_with_bert.ipynb

• nmt_with_attention.ipynb

• text_similarity.ipynb

• transformer.ipynb

• uncertainty_quantification_with_sngp_bert.ipynb

hub/examples/colab/

• bert_experts.ipynb

• cross_lingual_similarity_with_tf_hub_multilingual_universal_encoder.ipynb

• retrieval_with_tf_hub_universal_encoder_qa.ipynb

• senteval_for_universal_sentence_encoder_cmlm.ipynb

• wiki40b_lm.ipynb

federated/docs/tutorials/private_heavy_hitters.ipynb

tflite-support/tensorflow_lite_support/examples/colab/on_device_text_to_image_search_tflite.ipynb

text/examples/keras_example_174.ipynb

Google Cloud Platform - notebooks

training-data-analyst/quests/vertex-ai/vertex-challenge-lab/vertex-challenge-lab.ipynb

training-data-analyst/self-paced-labs/vertex-ai/vertex-challenge-lab/vertex-challenge-lab-solution.ipynb

• bert-sentiment-classifier/trainer/model.py

vertex-ai-samples/notebooks/community/ml_ops/stage6/get_started_with_optimized_tfe_bert.ipynb

asl-ml-immersion/notebooks/text_models/

• load_text.ipynb - lab, sol

• classify_text_with_bert.ipynb - lab, sol

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

• text_similarity.ipynb - lab, sol

• classify_text_with_bert.ipynb - lab, sol

tensorflow_transform

tensorflow - notebooks

tfx/docs/tutorials/

• transform/

  • census.ipynb

  • simple.ipynb

• tfx/

  • components.ipynb

  • components_keras.ipynb

  • neural_structured_learning.ipynb

  • penguin_simple.ipynb

  • penguin_tfdv.ipynb

  • penguin_tfma.ipynb

  • penguin_tft.ipynb

  • recommenders.ipynb

  • gcp/

    • vertex_pipelines_bq.ipynb

    • vertex_pipelines_simple.ipynb

    • vertex_pipelines_vertex_training.ipynb

hub/examples/colab/semantic_approximate_nearest_neighbors.ipynb

recommenders/docs/examples/ranking_tfx.ipynb

transform/docs/get_started.ipynb

tfx/tfx/examples/airflow_workshop/taxi/notebooks/notebook.ipynb

workshops (archived)

Google Cloud Platform - notebooks

vertex-ai-samples/notebooks/community/ml_ops/

• stage1/

  • get_started_vertex_datasets.ipynb

  • mlops_data_management.ipynb

  • get_started_dataflow.ipynb

• stage2/

  • mlops_experimentation.ipynb

• stage3/

  • mlops_formalization.ipynb

  • get_started_with_dataflow_pipeline_components.ipynb

  • get_started_with_tfx_pipeline.ipynb

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

• feature_engineering/

  • 5_tftransform_taxifare.ipynb - lab, sol

• production_ml/

  • simple.ipynb - lab, sol

• tensorflow_extended

  • penguin_simple.ipynb - lab, sol

  • penguin_transform.ipynb - lab, sol

  • reading_data_from_bigquery_with_TFX_and_vertex_pipelines.ipynb - lab, sol

  • Simple_TFX_Pipeline_for_Vertex_Pipelines.ipynb - lab, sol

  • Vertex_AI_Training_and_Serving_with_TFX_and_Vertex_Pipelines.ipynb - lab, sol

training-data-analyst/self-paced-labs/tfx/tfx-vertex/vertex_pipelines_simple.ipynb

training-data-analyst/blogs/babyweight_tft/

• babyweight_tft_keras_01.ipynb

• babyweight_tft_keras_02.ipynb

mlops-on-gcp/workshops/tfx-caip-tf23/lab-01-tfx-walkthrough/

• lab-01.ipynb - lab, sol

asl-ml-immersion/notebooks/

• feature_engineering/

  • 5_tftransform_taxifare.ipynb - lab, sol

• tfx_pipelines/walkthrough/

  • tfx_walkthrough_vertex.ipynb - lab, sol

bigquery-notebooks/notebooks/community/analytics-componetized-patterns/retail/recommendation-system/bqml-scann/tfx01_interactive.ipynb

mlops-with-vertex-ai/

• 02-experimentation.ipynb

• 03-training-formalization.ipynb

mlops-on-gcp/immersion/tfx_pipelines/01-walkthrough/

• lab-01.ipynb - lab, sol

mlops-on-gcp/immersion/guided_projects/guided_project_3_nlp_starter/tfx_starter.ipynb

analytics-componentized-patterns/retail/recommendation-system/bqml-scann/tfx01_interactive.ipynb

ml-design-patterns/06_reproducibility/storm_reports/similar_reports.ipynb (archived)

mlops-on-gcp/on_demand/tfx-caip/lab-01-tfx-walkthrough

• lab-01.ipynb - lab, sol

tf-estimator-tutorials/00_Miscellaneous/tf_transform/

• tft-01 - Babyweight preprocessing with tf.Transform.ipynb

• tft-02 - Babyweight Estimation with Transformed Data.ipynb

tf-estimator-tutorials/08_Text_Analysis/

• 06 - Part_1 - Text Classification - Hacker News - Data Preprocessing with TFT.ipynb

• 06 - Part_2 - Text Classification - Hacker News - DNNClassifier with TF-Hub Sentence Embedding.ipynb

• 06 - Part_3 - Text Classification - Hacker News - Custom Estimator Word Embedding.ipynb

• 06 - Part_4 - Text Classification - Hacker News - DNNClassifier with TF.IDF.ipynb

• 07 - Text Similarity Analysis with tf.transform - tf.hub - Dataflow - BigQuery.ipynb

training-data-analyst/courses/machine_learning/feateng/tftransform.ipynb

training-data-analyst/courses/machine_learning/deepdive/11_taxifeateng/tftransform.ipynb

training-data-analyst/blogs/sme_academy/tfx/

• 02_transform.ipynb

• 03_train.ipynb

training-data-analyst/blogs/babyweight/preproc_tft.ipynb