Working dir

Code examples using publicdata.samples.natality dataset

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

• production_ml/babyweight/train_deploy.ipynb

• end_to_end_ml/

  • sample_babyweight.ipynb - lab, sol

  • preproc.ipynb - lab, sol

• structured/

  • 1a_explore_data_babyweight.ipynb - lab, sol

  • 1b_prepare_data_babyweight.ipynb - lab, sol

  • 4a_sample_babyweight.ipynb - lab, sol

asl-ml-immersion/notebooks/

• end-to-end-structured/

  • 1a_explore_data_babyweight.ipynb - lab, sol

  • 1b_prepare_data_babyweight.ipynb - lab, sol

  • 4a_sample_babyweight.ipynb - lab, sol

training-data-analyst/courses/machine_learning/deepdive/

• 06_structured/

  • 1_explore.ipynb

  • 2_sample.ipynb

  • 4_preproc.ipynb

  • 4_preproc_tft.ipynb

  • 5_train_bqml.ipynb

  • 5_train_keras.ipynb

training-data-analyst/blogs/babyweight_tft/

• babyweight_tft_keras_01.ipynb

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