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RELEASE.md

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Current version (not yet released; still in development)

Major Features and Improvements

  • Initial version of following orchestration platform supported:
    • Kubeflow

Bug fixes and other changes

Breaking changes

Version 0.12.0

Major Features and Improvements

  • TFX User Guide
  • Initial version of the following TFX components:
    • CSVExampleGen - CSV data ingestion
    • BigQueryExampleGen - BigQuery data ingestion
    • StatisticsGen - calculates statistics for the dataset
    • SchemaGen - examines the dataset and creates a data schema
    • ExampleValidator - looks for anomalies and missing values in the dataset
    • Transform - performs feature engineering on the dataset
    • Trainer - trains the model
    • Evaluator - performs analysis of the model performance
    • ModelValidator - helps validate exported models ensuring that they are "good enough" to be pushed to production
    • Pusher - deploys the model to a serving infrastructure, for example the TensorFlow Serving Model Server
  • Initial version of following orchestration platform supported:
    • Apache Airflow
  • Polished examples based on the Chicago Taxi dataset.

Bug fixes and other changes

  • Performance improvement during shuffling of post-transform data.
  • Changing example to move everything to one file in plugins

Breaking changes