Aporia is the Machine Learning Observability platform trusted by data science and ML teams to achieve optimal performance for their ML models in production. The platform offers centralized visibility, proactive monitoring and anomaly detection, and actionable insights to facilitate the development of accurate, efficient, and reliable ML systems.
Core advantages (features)
- Support Any Use Case: Recommender systems, NLP, demand forecasting, credit risk, fraud detection, dynamic pricing, churn prediction, Customer LTV, scoring, ranking and more.
- Custom Monitoring: Aporia covers all critical aspects of ML model monitoring, including data integrity, drift detection, model performance evaluation, bias and fairness, and resource utilization tracking.
- Single Pane of Glass: Centralize model management with in-depth dashboards for complete model visibility .
- Real-Time Alerts: Receive immediate alerts when anomalies or issues are identified, enabling proactive problem resolution to minimize potential negative impact on business KPIs .
- Customizable Dashboards: Global, segment, and individual prediction level visibility through customized dashboards with native and custom metrics for your specific use case.
- Actionable Insights: Extract valuable insights that inform model fine-tuning and optimization.
- Explainable AI: Gain a deeper understanding of your models’ decision-making processes with Aporia’s explainability features, promoting transparency and fostering trust in your ML systems.
- Seamless Integration: Aporia integrates with your existing ML pipelines and infrastructure, supporting more than a dozen ML frameworks and data sources (Amazon S3, Databricks, Snowflake, Azure and more).
- Quick and Secure Setup: Start monitoring all your predictions in minutes, without duplicating sensitive production data.
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