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Questions tagged [tfx]

TensorFlow Extended (TFX) is an end-to-end platform for deploying production ML pipelines

TFX is a Google-production-scale machine learning platform based on TensorFlow. It provides a configuration framework and shared libraries to integrate common components needed to define, launch, and monitor your machine learning system.

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When will be the input for TFRecord in TFX released?

The current released TFX only contains the csv_input function. I am dealing with images data, and trying to use the input for TFRecord. I have seen it in the github code, so wandering how soon it will be in the released version of TFX? Or is there…
Jiong Zhang
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is TFX meant to be used for data preprocessing

I would like to get some input on how TFX is to be used if my approach was correct. My end goal was to do some predictions on a raw stream of series data which required some preprocessing. Normally we have flink jobs running basic analysis such as…
Dimitrije M
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TF-Lite-Converter with Tensorflow-Extended Pipeline (Chicago Taxi Pipeline Example)

Goal: TFX -> TF Lite Converter -> Deploy models on mobile/IoT devices I am currently learning the Tensorflow Extended with its Chicago Taxi Pipeline Example. The pipeline is done running (although through a lot of hardships) and the Pusher Component…
Tigerpaws
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Displaying TensorflowExtended/TFX results of visualize_statistics

I'm trying to display the output of visualize_statistics like below but the results are pretty disappointing: train_stats = tfdv.generate_statistics_from_tfrecord(data_location='data/tf_records/train.record') test_stats =…
Chris
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Issue on Tensorflow Extension BigQuery as ExampleGen

I'm learning to build a machine learning pipeline using the TensorFlow extension and I followed the tutorial and now I like to build my own. I'm getting error when I ingest the data directly from BigQuery. Please advise and thanks in advance!…
LLTeng
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