Description for Aporia
Aporia is an advanced ML observability platform offering real-time insights into model health and performance, ensuring optimal functionality.
Features of Aporia:
- ML Observability Dashboards:
- Centralized and real-time view of model performance and health.
- Explainability:
- Provides the logical foundation for model predictions, enhancing interpretability.
- Root Cause Analysis:
- Identifies underlying causes, patterns, and opportunities, visualizing unstructured data.
- ML Monitoring:
- Detects issues related to data integrity, bias, and drift.
- Live Alerts:
- Sends real-time notifications to Slack/MS Teams regarding data integrity, drift, or bias issues.
- Big-Data Support:
- Asynchronously connects to various data lakes like Redshift, S3, Athena, Databricks, Snowflake, and BigQuery, preventing data duplication.
- Personalized Dashboards:
- Customizable dashboards to monitor inference trends, data behavior, and performance.
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