Advanced Data Science
Explainability+
A rich suite of algorithms for interpreting model predictions across tabular, image, and text data, that supports both classification and regression tasks.
Advanced Data Science
Explainability+
A rich suite of algorithms for interpreting model predictions across tabular, image, and text data, that supports both classification and regression tasks.
Download the Alibi Explain Overview
FREE DOWNLOAD
Alibi Explain Module Product Overview
A comprehensive overview of Seldon’s Alibi Explain Module from architectural insights, key features, and use cases.
What You Need to Explain Your ML Pipelines
Support help data scientists and ML practitioners debug, trust, and govern machine learning models effectively.
Any Model, Any Data
Explain black-box and white-box models using local and global methods for diverse model types and data modalities.
Explanations at Scale
Build reproducible explainers with declarative configurations and consistent interfaces for scalable deployments
Connected Insights
Integrate explanation outputs and metadata with the observability stack, such as Prometheus, Kafka, and Grafana.
Scalable Governance
Improve transparency, model debugging, and governance processes through scalable, auditable explainers.
Flexible to fit any system or requirement with built-in standardization, observability, and cost optimization, it ensures real-time predictions and efficient operations across any environment.
Control Plane Services
Handle explainer loading, versioning, and pipeline attachment.
Data Plane Services
Expose explainer endpoints via REST/gRPC, allowing integration into pipelines.Provide metrics and alerts through Kafka, Prometheus, or Grafana, leveraging the observability stack of Core 2↗
Storage & Portability
Save and reload explainers as portable artifacts, including reference datasets, model checkpoints, and configurations, supporting consistent reuse across environments.
Each explainer is defined and deployed using Custom Resource Definitions (CRDs) and communicates through the Open Inference Protocol (OIP), for seamless chaining with other components such as models, routers, explainer method).
Each explainer is defined and deployed using Custom Resource Definitions (CRDs) and communicates through the Open Inference Protocol (OIP), for seamless chaining with other components such as models, routers, explainer method).
Unify, Optimize, and Scale AI with the Seldon Ecosystem.
Build confidence in your model monitoring with flexible, declarative detector deployment that fits seamlessly into your production workflows.
Define & deploy detectors using versioned YAML configurations and production-ready pipelines for reproducible workflows, including preprocessing, thresholds, and reference data.
Deploy as Core 2-native components via CRDs, integrating directly with inference workflows, routers, or explainers through the Open Inference Protocol (OIP).
Enable asynchronous data flows using Core 2 pipelines, ensuring drift and outlier detection runs independently without impacting live performance.
Unify, Optimize, and Scale AI with the Seldon Ecosystem.
Build confidence in your model monitoring with flexible, declarative detector deployment that fits seamlessly into your production workflows.
Define & deploy detectors using versioned YAML configurations and production-ready pipelines for reproducible workflows, including preprocessing, thresholds, and reference data.
Deploy as Core 2-native components via CRDs, integrating directly with inference workflows, routers, or explainers through the Open Inference Protocol (OIP).
Create a replica of the model to be explained so as not to affect the throughput of production inference requests.
Get to know
Core+
Our business is your success. Stay ahead with accelerator programs, certifications, hands-on support with our in-house experts for maximum innovation.
Accelerator Programs
Tailored recommendations to optimize, improve, and scale through bespoke, data-driven suggestions.
Hands-on Support
A dedicated Success Manager who can support your team from integration to innovation.
SLAs
Don't wait for answers with clear SLAs, customer portals, and more.
Seldon IQ
Customized enablement, workshops, and certifications.
Get to know
Core+
Our business is your success. Stay ahead with accelerator programs, certifications, hands-on support with our in-house experts for maximum innovation.
Accelerator Programs
Tailored recommendations to optimize, improve, and scale through bespoke, data-driven suggestions.
Hands-on Support
A dedicated Success Manager who can support your team from integration to innovation.
SLAs
Don't wait for answers with clear SLAs, customer portals, and more.
Seldon IQ
Customized enablement, workshops, and certifications.
Stay Ahead in MLOps with our
Monthly Newsletter!
Join over 25,000 MLOps professionals with Seldon’s MLOps Monthly Newsletter.
Opt out anytime with just one click.