- Initial version of following orchestration platform supported:
- Kubeflow
- 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.
- Performance improvement during shuffling of post-transform data.
- Changing example to move everything to one file in plugins