tfx-addons

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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...

theadactyl

Update sklearn_predict_extractor.py

11

Fixes # > It's a good idea to open an issue first for discussion. - [ ] Tests pass - [ ] Appropriate changes to README are included in PR

1025KB

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...

theadactyl

[Discussion] TFX Addons Release

1

Thread to bundle the discussion around TFX Addons releases. Based on the feedback so far, here are some ideas for TFX Addons: * Create PyPI project. `tfx-addons`? * Clear release...

hanneshapke

A load test of the exported model

3

It will be helpful to have a component (dedicated of extension to the `InfraValidator` TFX Pipeline Component) that performs a load test of the exported model. The expected behavior is...

michalbrys

ExampleFilter

3

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

theadactyl

Outliers detection/removal component

2

**Dear TFX community members,** I'm a student in Data Science from University of Padova (Italy) and I've decided to write my master's thesis on MLops. I'm very interested in TFX...

cvd-q

Model Card Component to generate reports about pushed models

2

## Expected Component Behavior The purpose of this component is to use schemaGen and StatisticsGen output and generate an html version of a model card for the produced model version...

hanneshapke

Prefect as an orchestrator

1

I've been evaluating [Prefect](https://www.prefect.io/) ([on github](https://github.com/prefecthq/prefect)) as an alternative to airflow for my team and was wondering how much effort it would take in order to automatically create prefect flows...

amackillop

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

theadactyl