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SeldonIO / mlgraph

Licence: Apache-2.0 license
Machine Learning Inference Graph Spec

MLGraph

MLGraph defines a graph of machine learning components. The goal is to provide a simple machine learning focused specification for defining:

  • Easy model Experimentation and AB tests
  • Advanced routing with Multi-Armed Bandits
  • Ensembling of models
  • Explanations, Outlier Detection, Skew and Bias detection
  • Builds upon KFServing and other ML Serving Components
  • Flexible graph nodes:
    • References or inline specs
  • Custom user provided components *Auto-validation of graph

An example graph:

example-graph

Definitions

Implementations

There could be multiple implementations of the spec. The initial focus will be build upon KNative.

Stack

stack

Discussion

The spec is a live document.

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