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Home/Tasks/Seldon Core
Seldon Core logo

Seldon Core

Real-time machine learning deployment with enhanced observability for any AI application or system, managed your way.

LearningAPI available
Good for
Model DeploymentModel Monitoring
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  • Decision Summary
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About Seldon Core

Seldon Core is an open-source MLOps platform designed to streamline the deployment, monitoring, and management of machine learning models and AI applications. Built on Kubernetes, it provides a standardized framework for deploying models from various frameworks (TensorFlow, PyTorch, scikit-learn) in production. Seldon offers features like multi-model serving, A/B testing, drift detection, and explainability to ensure models are reliable and compliant at scale. Core 2 standardizes complex AI deployments with Kubernetes-native pipelines, making GenAI and ML applications production-ready out-of-the-box. It supports real-time and batch predictions, integrates with monitoring tools, and allows for custom model serving logic. Seldon aims to avoid vendor lock-in by enabling deployment across any cloud or on-premise infrastructure. Modular architecture supports efficient resource utilization and cost reduction.

Core Capabilities

Seldon Core is an open-source MLOps platform designed to streamline the deployment, monitoring, and management of machine learning models and AI applications.

Main Tasks

Model Deployment

Explore all tools that specialize in model deployment. This domain focus ensures Seldon Core delivers optimized results for this specific requirement.

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Model Monitoring

Explore all tools that specialize in model monitoring. This domain focus ensures Seldon Core delivers optimized results for this specific requirement.

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Explainability

Explore all tools that specialize in explainability. This domain focus ensures Seldon Core delivers optimized results for this specific requirement.

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Drift Detection

Explore all tools that specialize in drift detection. This domain focus ensures Seldon Core delivers optimized results for this specific requirement.

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A/B Testing

Explore all tools that specialize in a/b testing. This domain focus ensures Seldon Core delivers optimized results for this specific requirement.

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Decision Summary

What this tool is best suited for

Best Fit
AI Deployment Platform
Buying Signals
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API available
Web-first workflow
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Core Tasks

  • Model Deployment
  • Model Monitoring
  • Explainability
  • Drift Detection
  • A/B Testing

Target Personas

AI Deployment Platform

Categories

Learning3D & Modeling

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