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Elena Samuylova
05/08/2023, 1:51 PM
Hi everyone, We prepared an example of building an end-to-end batch ML deployment and monitoring workflow using Evidently and Prefect. Open-source and easy to replicate! Here is how it works: •
Evidently
performs data quality, data drift and ML model quality checks. •
Prefect
orchestrates the checks and writes metrics to the
PostgreSQL.
• Metrics are shown on a
Grafana
dashboard. Comes with all the code and text tutorial: • Tutorial:
https://www.evidentlyai.com/blog/batch-ml-monitoring-architecture
• Code:
https://github.com/evidentlyai/evidently/tree/main/examples/integrations/postgres_grafana_batch_monitoring
🙌 10
:party-parrot: 8
👏 4
:blob-attention-gif: 4
#show-us-what-you-got
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