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Deployable NER with BERT served over HTTP API

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fd45e24 · Jun 14, 2020

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NER for AISC ML Ops

A deployable Named Entity Recognition tool.

cd src/bert
make build
make run
# open localhost:5000

Model

  • spaCy as base model
  • LSTMs/BERT as advanced model

Packaging

  • MLFlow with pyfunc

Cloud platform

  • Azure App Service for containers

Dataset

  • Wikigold
  • BERT was pretrained on Wikigold with model cached on S3

Devops