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seldon-core

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Kubernetes-native ML model serving patterns

Software Engineering#rest#mlops#kubernetes#grpc#canary#model-serving#seldon-core
Authorromankovsv
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Seldon Core Patterns enable production-grade ML model serving on Kubernetes, including canary rollouts, REST/gRPC endpoints, Istio integration, autoscaling, and custom Python servers.

Core Features & Use Cases

  • Canary and shadow deployments with SeldonDeployment CRD for safe, gradual rollouts.
  • REST and gRPC endpoints with traffic management and observability for scalable inference.
  • Custom Python model servers for preprocessing, postprocessing, and complex inference pipelines.
  • Istio integration for advanced routing, mTLS, and telemetry.

Quick Start

Deploy a sample iris-classifier using Seldon Core and expose it via REST to validate routing and autoscaling.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Please help me install this Skill:
Name: seldon-core
Download link: https://github.com/romankovsv/claude-code-python-devops-mlops/archive/main.zip#seldon-core

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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