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v0.4.0

Getting Started

  • Simple Model Serving
  • Advanced Custom Serving

Workflow

  • Install
  • Wrap your model
  • Create your inference graph
  • Deploy your model
  • Test your model
  • Serve requests
  • Troubleshooting guide
  • Usage reporting
  • Upgrading

Servers

  • Inference Servers Overview
  • MLFlow Server
  • SKLearn server
  • Tensorflow Serving
  • XGBoost server

Wrappers

  • Python Models
  • Java Models
  • R Models
  • NodeJS Models
  • Custom Metrics
  • Logging & Log Level

Inference Graphs

  • Distributed Tracing
  • Annotation-based Configuration
  • Private Docker Registry
  • Service Orchestrator

Ingress

  • Ambassador Ingress
  • Istio Ingress
  • Seldon OAuth Gateway

Deployment Options

  • Helm Charts
  • Grafana Analytics
  • Elastic Stack Logging
  • Autoscaling

ML Compliance and Governance

  • Outlier Detection
  • Routers (incl. Multi Armed Bandits)

Examples

  • Notebooks
  • Integrations

Tutorials

  • Articles/Blogs
    • Open Source Model Management Roundup
    • Polyaxon, Argo and Seldon for model training
    • Manage ML Deployments Like A Boss
    • Using PyTorch 1.0 and ONNX with Fabric for Deep Learning
    • AI on Kubernetes - O'Reilly Tutorial
    • Scalable Data Science - The State of DevOps/MLOps in 2018
    • Using Openshift Source-to-Image to facilitate Machine Learning Deployment
    • Seldon-Core Overview
    • Source-to-Image integration
    • Summary
    • IBM Framework for Deep Learning and Seldon-Core
    • CartPole game by Reinforcement Learning
  • Videos

Reference

  • Python API reference
  • Seldon Microservice API
  • Seldon Orchestrator
  • Benchmarking
  • Seldon Deployment CRD
  • Prediction APIs
  • Seldon Core Helm Chart
  • Release Highlights
  • Images

Developer

  • Overview
  • Roadmap
  • Build using private repo
seldon-core
  • Docs »
  • Blogs
  • Edit on GitHub

BlogsΒΆ

  • Open Source Model Management Roundup
  • Polyaxon, Argo and Seldon for model training
  • Manage ML Deployments Like A Boss
  • Using PyTorch 1.0 and ONNX with Fabric for Deep Learning
  • AI on Kubernetes - O'Reilly Tutorial
  • Scalable Data Science - The State of DevOps/MLOps in 2018
  • Using Openshift Source-to-Image to facilitate Machine Learning Deployment
  • Seldon-Core Overview
  • Source-to-Image integration
  • Summary
  • IBM Framework for Deep Learning and Seldon-Core
  • CartPole game by Reinforcement Learning
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