Aporia Documentation
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  • Welcome to Aporia!
  • 🤗Introduction
    • Quickstart
    • Support
  • 💡Core Concepts
    • Why Monitor ML Models?
    • Understanding Data Drift
    • Analyzing Performance
    • Tracking Data Segments
    • Models & Versions
    • Explainability
  • 🏠Storing your Predictions
    • Overview
    • Real-time Models (Postgres)
    • Real-time Models (Kafka)
    • Batch Models
    • Kubeflow / KServe
    • Logging to Aporia directly
  • 🚀Model Types
    • Regression
    • Binary Classification
    • Multiclass Classification
    • Multi-Label Classification
    • Ranking
  • 📜NLP
    • Intro to NLP Monitoring
    • Example: Text Classification
    • Example: Token Classification
    • Example: Question Answering
  • 🍪Data Sources
    • Overview
    • Amazon S3
    • Athena
    • BigQuery
    • Delta Lake
    • Glue Data Catalog
    • PostgreSQL
    • Redshift
    • Snowflake
  • ⚡Monitors
    • Overview
    • Data Drift
    • Metric Change
    • Missing Values
    • Model Activity
    • Model Staleness
    • New Values
    • Performance Degradation
    • Prediction Drift
    • Value Range
    • Custom Metric
  • 📡Integrations
    • Slack
    • JIRA
    • New Relic
    • Single Sign On (SAML)
    • Webhook
    • Bodywork
  • 🔑API Reference
    • Custom Metric Definition Language
    • REST API
    • SDK Reference
    • Metrics Glossary
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  1. Integrations

Bodywork

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Last updated 2 years ago

Bodywork

deploys machine learning projects developed in Python to Kubernetes. It helps you:

  • serve models as microservices

  • execute batch jobs

  • run reproducible pipelines

On demand, or on schedule, Bodywork automates repetitive DevOps tasks and frees machine learning engineers to focus on what they do best - solve data problems with machine learning.

Aporia & Bodywork Integration

This integration enables you to easily monitor models deployed with Bodywork for issues such as model drift, performance degradation, and more.

Check out on GitHub to learn more.

Bodywork
📡
the example project
Bodywork