Thea Lamkin

TFX MLMD Client library

5

Currently it's hard to query MLMD as it requires a lot of information on how TFX structures data internally in MLMD. There's several examples (including Airflow TFX example or Model...

ML Lineage UI for TFX

5

While all the data exists in MLMD, we currently have to rely on orchestrator to represent the executions and other metadata in a nice and organized UI. This would bring...

ExampleFilter

3

Component to filter examples of a TF-record dataset using a user-defined predicate function cc @sngahane

Bring general-purpose knowledge distillation to TFX. Potentially building on Brandon’s and Terry’s (Googlers) previous work. cc @rcrowe-google for more details

Visualization would be great too!

XGBoost evaluator

3

While TFX can train any model (as long as you can feed it the data), evaluator needs a custom extractor to run Evaluation jobs. XGBoost evaluator would basically reuse the...

Appender component

1

Applies TFT transformations which are appended to a SavedModel.

EvalResultToBigQuery

5

Component to export the output of an evaluator component to a BigQueryTable for further analysis

Create struct2tensor Data Views, to enable representing dataset examples in formats other than tf.Example. (Documentation is currently lacking on this) See [ranking example for usage of Data Views](https://github.com/tensorflow/tfx/tree/master/tfx/examples/ranking).